<\/title><br \/>\n<meta charset=\"utf-8\"><br \/>\n<meta name=\"viewport\" content=\"width=device-width,initial-scale=1.0,maximum-scale=1.0,user-scalable=0,viewport-fit=cover\"><\/p>\n<style>\n*{margin:0;padding:0}html{-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%;line-height:1.6}img{z-index:999;position:relative;max-width:100%;margin:10px 0;}body{letter-spacing:.034em}h1,h2,h3,h4,h5,h6{font-weight:400;font-size:16px}a{color:#576b95;text-decoration:none;-webkit-tap-highlight-color:rgba(0,0,0,0)}td,th{word-wrap:break-word;padding:5px 10px;border:1px solid #DDD;}table{margin-bottom:10px;border-collapse:collapse;display:table;width:100%!important;}.appmsg_skin_default .rich_media_area_primary{background-color:#fff}.appmsg_skin_default .rich_media_area_primary .weui-loadmore_line .weui-loadmore__tips{background-color:#fff}.rich_media_area_primary{padding:20px 16px 12px;background-color:#fafafa}@media (max-width:375px){.rich_media_area_primary{padding:20px 60px 15px 60px}.rich_media_area_extra{padding:0 60px 21px 60px}}@media (min-width:1024px){.rich_media_area_primary_inner,.rich_media_area_extra_inner,body{max-width:677px;margin-left:auto;margin-right:auto}.rich_media_area_primary{padding-top:32px}}.rich_media{padding:20px;overflow:hidden;}.appmsg_skin_default .rich_media_area_primary{background-color:#fff}.appmsg_skin_default .rich_media_area_primary .weui-loadmore_line .weui-loadmore__tips{background-color:#fff}@media screen and (min-width:1024px){.rich_media_area_primary_inner,.rich_media_area_extra_inner{max-width:677px;margin-left:auto;margin-right:auto}.rich_media_area_primary{padding-top:32px}}.rich_media_content{overflow:hidden;color:#333;font-size:17px;word-wrap:break-word;-webkit-hyphens:auto;-ms-hyphens:auto;hyphens:auto;text-align:justify;position:relative;z-index:0}.rich_media_content *{max-width:100%!important;box-sizing:border-box!important;-webkit-box-sizing:border-box!important;word-wrap:break-word!important}.rich_media_content p{clear:both;min-height:1em}.rich_media_content em{font-style:italic}.rich_media_content fieldset{min-width:0}.rich_media_content .list-paddingleft-1,.rich_media_content .list-paddingleft-2,.rich_media_content .list-paddingleft-3{padding-left:2.2em}.rich_media_content .list-paddingleft-1 .list-paddingleft-2,.rich_media_content .list-paddingleft-2 .list-paddingleft-2,.rich_media_content .list-paddingleft-3 .list-paddingleft-2{padding-left:30px}.rich_media_content .list-paddingleft-1{padding-left:1.2em}.rich_media_content .list-paddingleft-3{padding-left:3.2em}.rich_media_content .code-snippet,.rich_media_content .code-snippet__fix{max-width:1000%!important}.rich_media_content .code-snippet *,.rich_media_content .code-snippet__fix *{max-width:1000%!important}.rich_media_title{font-size:22px;line-height:1.4;margin-bottom:13px;padding-bottom:13px;border-bottom:1px solid #e7e7eb;}@supports(-webkit-overflow-scrolling:touch){.rich_media_title{font-weight:700}}.rich_media_meta{display:inline-block;vertical-align:middle;padding:0 0 10px 0;font-size:15px;-webkit-tap-highlight-color:rgba(0,0,0,0)}.rich_media_meta.icon_appmsg_tag{margin-right:0px}.rich_media_meta.meta_tag_text{margin-right:0}.rich_media_meta_list em{font-style:normal}.rich_media_meta_text{color:#a5a5a5;}p{margin:0;}.msgBox{margin-top:20px;padding-top:20px;padding-left:50px;overflow:hidden;border-top:2px dashed #09a2ff;}.msg{padding-top:7px;clear:both;}.msgBody{float:right;width:100%;margin-left:55px;padding-bottom:15px;border-bottom:1px dashed #e0e0e0;}.userHeadImg{float:left;margin-left:-50px;}.userHeadImg img{width:40px;height:40px;margin-right:10px;border-radius:3px;}.userName{color:#888888;line-height:24px;font-size:14px;margin:5px 0 5px 0;height:24px;}.replyBody,.autherBody{color:#565656;font-size:15px;}.replyIcon{border-left:4px solid #33ab01;margin-right:5px;}.ad{text-decoration:none;color:#d6d4d4;font-size:12px;}.msgBodyReply{padding-top:5px;}.userName span{float:right;color:#afafaf;font-size:14px;}code{text-align:left;font-size:14px;display:block;white-space:pre;display:-webkit-box;display:-webkit-flex;display:flex;position:relative;}.code-snippet__fix{font-size:14px;margin:10px 0;display:block;color:#333;position:relative;background-color:rgba(0,0,0,0.03);border:1px solid #f0f0f0;border-radius:2px;display:-webkit-box;display:-webkit-flex;display:flex;padding-left:25px;line-height:26px}.code-snippet__fix code{text-align:left;font-size:14px;display:block;white-space:pre;display:-webkit-box;display:-webkit-flex;display:flex;position:relative;font-family:Consolas,\"Liberation Mono\",Menlo,Courier,monospace}.code-snippet__comment,.code-snippet__quote{color:#afafaf;font-style:italic}.code-snippet__keyword,.code-snippet__selector-tag,.code-snippet__subst{color:#ca7d37}.code-snippet__number,.code-snippet__literal,.code-snippet__variable,.code-snippet__template-variable,.code-snippet__tag .code-snippet__attr{color:#0e9ce5}.code-snippet__string,.code-snippet__doctag{color:#d14}.code-snippet__title,.code-snippet__section,.code-snippet__selector-id{color:#d14}.code-snippet__subst{font-weight:normal}.code-snippet__type,.code-snippet__class .code-snippet__title{color:#0e9ce5}.code-snippet__tag,.code-snippet__name,.code-snippet__attribute{color:#0e9ce5;font-weight:normal}.code-snippet__regexp,.code-snippet__link{color:#ca7d37}.code-snippet__symbol,.code-snippet__bullet{color:#d14}.code-snippet__built_in,.code-snippet__builtin-name{color:#ca7d37}.code-snippet__meta{color:#afafaf}.code-snippet__deletion{background:#fdd}.code-snippet__addition{background:#dfd}.code-snippet__emphasis{font-style:italic}.code-snippet__strong{font-weight:bold}.account_avatar{width:40px;height:40px;padding:0;}.account_info{display:-webkit-box;display:-webkit-flex;display:flex;-webkit-box-align:center;-webkit-align-items:center;padding:20px 0;align-items:center}.flex_bd{padding-left:14px;}.account_nickname{display:inline-block;vertical-align:middle;line-height:1.2;color:#576b95;font-size:14px}.account_desc{overflow:hidden;text-overflow:ellipsis;display:-webkit-box;-webkit-box-orient:vertical;-webkit-line-clamp:1;color:rgba(0,0,0,0.3);font-size:14px;line-height:1.2;padding-top:.4em}.msg_source_url{text-align:left;word-break:break-all;margin-top:20px;}.msg_source_url a{padding-right:10px;}.msg_source_url .url_text{color:#a8a8a8;}.video-desc{font-size:14px;margin-top:15px;color:#6c6c6c;}.msg_source_url{text-align:left;}.original_primary_card_tips{color:rgba(0,0,0,0.3);line-height:1.4;font-size:15px;}.weui-flex__item{margin-bottom:20px;padding:20px 16px;margin-top:16px;line-height:1.4;align-items:center;background-color:#f7f7f7;border-radius:8px;position:relative;}.original_primary_desc{color:rgba(0,0,0,0.5);font-size:14px;padding-top:4px;width:auto;overflow:hidden;text-overflow:ellipsis;}.msgBodyReplyList{border-top:1px solid #e1e1e1;margin-top:10px;}.msgBodyReplyListTop{border-top:0;}.reply_like_num{float:right;font-size:14px;color:#c7c7c7;}.msgData{margin-top:20px;color:#626262;}.msgData span{font-size:14px;padding-right:15px;}.msgData .likes{float:right;padding-right:0;}.js_text_content p{font-size:18px;}.rich_media_meta_link{font-size:15px;}blockquote {padding-left: 10px;border-left: 3px solid #dbdbdb;color: rgba(0,0,0,0.5);font-size: 15px;padding-top: 4px;margin: 1em 0;}.video_iframe{width:500px;height:400px;}.blockquote_info{color:#b5b5b5;margin-top:10px;}#copyright_logo{color:#bdbdbd;}.rich_media_meta_list{margin-bottom:10px;}.reprint{background:#efefef;border-radius:5px;padding:8px;color:#1f1f1f;}.reprint a{word-break:break-all;}.topic{color:#8e8e8e;background:#f7f7f7;border-radius:5px;padding:10px 8px;}.topic a{padding-right:5px;}.topic p{margin-bottom:5px;}\n<\/style>\n<link href=\"https:\/\/www.juyifx.cn\/config\/css\/wxArticle.css\" rel=\"stylesheet\"\/>\n<\/head><script>\nvar data={\"mp\":\"\u751f\u4fe1\u679c\",\"title\":\"8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\",\"time\":\"2023-11-10 19:01:03\",\"timeStamp\":\"1699614063\"};\n<\/script><br \/>\n<body><\/p>\n<div class=\"rich_media\">\n<h1 class=\"rich_media_title\" id=\"activity-name\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247495459&idx=1&sn=7e5f21a3eb459c2aec105649c4c45d1f&chksm=cf7f7fe6f808f6f0d265cfc710a54ecf628411d0a9ffad116ab3b4d5870e74beb34cd65ccdb5#rd\" target=\"_blank\" rel=\"noopener\">8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350<\/a><\/h1>\n<div id=\"meta_content\" class=\"rich_media_meta_list\"><span id=\"copyright_logo\" class=\"wx_tap_link js_wx_tap_highlight rich_media_meta icon_appmsg_tag appmsg_title_tag weui-wa-hotarea\">\u539f\u521b <\/span><span class=\"rich_media_meta rich_media_meta_text\">\u5c0f\u679c <\/span><span class=\"rich_media_meta rich_media_meta_nickname\" id=\"profileBt\"><a href=\"javascript:void(0);\" class=\"wx_tap_link js_wx_tap_highlight weui-wa-hotarea\" id=\"js_name\">\u751f\u4fe1\u679c <\/a><\/span><em id=\"publish_time\" class=\"rich_media_meta rich_media_meta_text\">2023-11-10 19:01:03<\/em><\/div>\n<p><content><\/p>\n<div class=\"topic\">\n<p>\u6536\u5f55\u4e8e\u8bdd\u9898<\/p>\n<p><a href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=Mzg3OTg3MjQyNg==&action=getalbum&album_id=2812010014583390210#wechat_redirect\" title=\"R\u4ee3\u7801\" target=\"_blank\" rel=\"noopener\">#R\u4ee3\u7801<\/a><a href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=Mzg3OTg3MjQyNg==&action=getalbum&album_id=2821072943068839938#wechat_redirect\" title=\"\u751f\u4fe1\u7ed8\u56fe\" target=\"_blank\" rel=\"noopener\">#\u751f\u4fe1\u7ed8\u56fe<\/a><a href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=Mzg3OTg3MjQyNg==&action=getalbum&album_id=2664545260517294084#wechat_redirect\" title=\"\u751f\u4fe1\u5b9e\u64cd\" target=\"_blank\" rel=\"noopener\">#\u751f\u4fe1\u5b9e\u64cd<\/a><\/p>\n<\/div>\n<section style=\"font-size: 16px;letter-spacing: normal;white-space: normal;caret-color: rgb(0, 0, 0);color: rgb(0, 0, 0);\" data-mpa-powered-by=\"yiban.io\">\n<section powered-by=\"xiumi.us\">\n<p style=\"text-align: justify;\"><span style=\"font-size: 14px;text-indent: 2em;text-align: justify;\">\u673a\u5668\u5b66\u4e60\uff0c\u5728\u73b0\u5728\u751f\u4fe1\u6587\u7ae0\u4e2d\u51fa\u73b0\u7684\u9891\u7387\u8d8a\u6765\u8d8a\u9ad8\uff0c\u5c24\u5176\u662f\u901a\u8fc7\u51e0\u79cd\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u76f8\u7ed3\u5408\u7684\u7b56\u7565\u6765\u8bc6\u522b\u76f8\u5173\u75be\u75c5\u7684\u7279\u5f81\u57fa\u56e0\uff0c\u5728\u73b0\u5728\u662f\u6700\u706b\u7684\u751f\u4fe1\u5206\u6790\u70ed\u70b9\uff0c\u4eca\u5929\u5c0f\u679c\u5e26\u7740\u5c0f\u4f19\u4f34\u4e5f\u6765\u8e6d\u8e6d\u70ed\u70b9\uff0c\u901a\u8fc7LASSO\u56de\u5f52\u548cSVM-RFE\u4e24\u79cd\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u7279\u5f81\u53d8\u91cf\u7b5b\u9009\uff0c\u6700\u540e\u5c06\u4e24\u79cd\u7b97\u6cd5\u83b7\u5f97\u7684\u4ea4\u53c9\u57fa\u56e0\u4f5c\u4e3a\u7279\u5f81\u57fa\u56e0\uff1b\u8fd9\u5c31\u662f\u5c0f\u679c\u4e3a\u5927\u5bb6\u4eca\u5929\u5e26\u6765\u7684\u5206\u4eab\u5185\u5bb9\uff0c\u63a5\u4e0b\u6765\u548c\u5c0f\u679c\u4e00\u8d77\u5f00\u542f\u4eca\u5929\u7684\u5b66\u4e60\u4e4b\u65c5\u5427\uff01<\/span><\/p>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">1.\u4f55\u4e3aLASSO\u56de\u5f52\u548cSVM-RFE\u7b97\u6cd5?<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"font-size: 16px;letter-spacing: normal;white-space: normal;caret-color: rgb(0, 0, 0);color: rgb(0, 0, 0);text-align: justify;\"><span style=\"font-size: 14px;text-indent: 2em;text-align: justify;\">\u5728\u8fdb\u884c\u5b9e\u64cd\u4e4b\u524d\uff0c\u5c0f\u679c\u60f3\u4e3a\u5927\u5bb6\u7b80\u5355\u7684\u4ecb\u7ecd\u4e00\u4e0b\u8fd9\u4e24\u79cd\u7b97\u6cd5\u7684\u539f\u7406\uff0cSVM-RFE\uff08support vector machine – recursive feature elimination\uff09\u662f\u57fa\u4e8e\u652f\u6301\u5411\u91cf\u673a\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c \u901a\u8fc7\u5220\u51cfsvm\u4ea7\u751f\u7684\u7279\u5f81\u5411\u91cf\u6765\u5bfb\u627e\u6700\u4f73\u53d8\u91cf\uff1bLASSO\u56de\u5f52\uff08logistic regression\uff09\u4e5f\u662f\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5\u4e4b\u4e00\uff0c\u901a\u8fc7\u5bfb\u627e\u5206\u7c7b\u9519\u8bef\u6700\u5c0f\u65f6\u7684\u03bb\u6765\u786e\u5b9a\u53d8\u91cf\uff0c\u4e3b\u8981\u7528\u4e8e\u7b5b\u9009\u7279\u5f81\u53d8\u91cf\uff0c\u6784\u5efa\u6700\u4f73\u5206\u7c7b\u6a21\u578b\u3002\u4ee5\u4e0a\u5c31\u662f\u5c0f\u679c\u5bf9\u4e24\u79cd\u7b97\u6cd5\u7684\u7b80\u5355\u4ecb\u7ecd\u3002\u4e86\u89e3\u4e86\u539f\u7406\u4e4b\u540e\uff0c\u5c0f\u4f19\u4f34\u4eec\u662f\u4e0d\u662f\u6709\u4e2a\u7591\u95ee\uff0c\u4ec0\u4e48\u65f6\u5019\u8be5\u5229\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u7279\u5f81\u57fa\u56e0\u7b5b\u9009\uff1f\u4e00\u822c\u90fd\u662f\u901a\u8fc7\u8f6c\u5f55\u7ec4\u6570\u636e\u5dee\u5f02\u5206\u6790\u7ed3\u5408WGCNA\uff0c\u83b7\u5f97\u75be\u75c5\u76f8\u5173\u57fa\u56e0\u5019\u9009\u57fa\u56e0\uff0c\u5bf9\u8fd9\u4e9b\u5019\u9009\u57fa\u56e0\u901a\u8fc7\u591a\u79cd\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u5019\u9009\u57fa\u56e0\u8fdb\u4e00\u6b65\u7b5b\u9009\uff0c\u8fd9\u662f\u6700\u5e38\u89c1\u7684\u5206\u6790\u5957\u8def\u3002\u4eca\u5929\u5c0f\u679c\u60f3\u5229\u7528\u8fd9\u4e24\u79cd\u7b97\u6cd5\u8fdb\u884c\u7279\u5f81\u9009\u62e9\uff0c\u6700\u540e\u53d6\u4e24\u79cd\u7b97\u6cd5\u7684\u4ea4\u53c9\u57fa\u56e0\u4f5c\u4e3a\u7279\u5f81\u57fa\u56e0\uff0c\u8bdd\u4e0d\u591a\u8bf4\uff0c\u9a6c\u4e0a\u8ddf\u7740\u5c0f\u679c\u5f00\u59cb\u4eca\u5929\u7684\u5b9e\u64cd\u5427\uff01<img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.38981481481481484\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_IWicymEetCc6Enf2BkUE4Yz1Ya5e5w.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyuYsqlJnQUJvnS2iciaDibtfbdV0VmHlriaSjYwjFPLp1BLjokHIWicymEetCc6Enf2BkUE4Yz1Ya5e5w\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"font-family: \u5b8b\u4f53;font-size: 15px;letter-spacing: 0.578px;white-space: normal;text-align: center;\" data-recalc-dims=\"1\" \/><\/span><\/p>\n<p style=\"font-size: 16px;letter-spacing: normal;white-space: normal;caret-color: rgb(0, 0, 0);color: rgb(0, 0, 0);text-align: justify;\"><span style=\"font-size: 14px;text-indent: 2em;text-align: justify;\"><em style=\"font-size: 14px;letter-spacing: 0.578px;white-space: normal;color: rgb(178, 178, 178);\"><span style=\"font-size: 13px;text-decoration: underline;\">\u516c\u4f17\u53f7\u540e\u53f0\u56de\u590d\u201c111″,\u9886\u53d6\u4ee3\u7801\uff0c\u4ee3\u7801\u7f16\u53f7\uff1a231019<\/span><\/em><\/span><\/p>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">2.\u8f7d\u5165\u9700\u8981\u7684R\u5305<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">#\u5b89\u88c5\u9700\u8981\u7684R\u5305<\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">\"tidyverse\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">\"randomForest\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">'e1071'<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">\"glmnet\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">\"VennDiagram\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">\"ggplot2\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">#\u52a0\u8f7d\u9700\u8981\u7684R\u5305<\/span><\/code><code><span class=\"code-snippet_outer\">library(tidyverse)<\/span><\/code><code><span class=\"code-snippet_outer\">library(glmnet)<\/span><\/code><code><span class=\"code-snippet_outer\">source(<span class=\"code-snippet__string\">'msvmRFE.R'<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">library(VennDiagram)<\/span><\/code><code><span class=\"code-snippet_outer\">library(e1071)<\/span><\/code><code><span class=\"code-snippet_outer\">library(caret)<\/span><\/code><\/pre>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">3.\u6570\u636e\u51c6\u5907<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">svm.csv\uff0c\u884c\u540d\u4e3a\u6837\u672c\u540d\uff0c\u7b2c\u4e00\u5217\u4e3a\u5206\u7ec4\u4fe1\u606f\uff0c\u5176\u4ed6\u5217\u4e3a\u57fa\u56e0\u6240\u5bf9\u5e94\u7684\u8868\u8fbe\u77e9\u9635\u3002<\/span><span style=\"font-size: 14px;text-indent: 2em;\">\u9700\u8981\u6ce8\u610f\u7684\u662f\u5fc5\u987b\u8981\u6709\u5206\u7ec4\u4fe1\u606f\u5965\uff01<\/span><\/p>\n<\/section>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">4.LASSO\u56de\u5f52\u548cSVM-REF\u7b5b\u9009\u7279\u5f81\u53d8\u91cf<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">train <- read.csv(<span class=\"code-snippet__string\">\"svm.csv\"<\/span>,row.names = <span class=\"code-snippet__number\">1<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">as.is = F) #\u540e\u9762svmRFE\u51fd\u6570\u8981\u6c42group\u7684\u7c7b\u578b\u4e3afactor<\/span><\/code><code><span class=\"code-snippet_outer\"># \u8f6c\u4e3alasso\u9700\u8981\u7684\u683c\u5f0f<\/span><\/code><code><span class=\"code-snippet_outer\">x <- as.matrix(train[,<span class=\"code-snippet__number\">-1<\/span>])<\/span><\/code><code><span class=\"code-snippet_outer\">(y <- ifelse(train$group == <span class=\"code-snippet__string\">\"NR\"<\/span>, <span class=\"code-snippet__number\">0<\/span>,<span class=\"code-snippet__number\">1<\/span>)) #\u628a\u5206\u7ec4\u4fe1\u606f\u6362\u6210<span class=\"code-snippet__number\">01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">fit = glmnet(x, y, family = <span class=\"code-snippet__string\">\"binomial\"<\/span>, alpha = <span class=\"code-snippet__number\">1<\/span>, lambda = <span class=\"code-snippet__literal\">NULL<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"># \u7ed8\u5236LASSO\u56de\u5f52\u66f2\u7ebf\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">pdf(<span class=\"code-snippet__string\">\"1A_lasso.pdf\"<\/span>, width = <span class=\"code-snippet__number\">30<\/span>, height = <span class=\"code-snippet__number\">15<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">plot(fit, xvar = <span class=\"code-snippet__string\">\"dev\"<\/span>, label = TRUE)<\/span><\/code><code><span class=\"code-snippet_outer\">dev.off()<\/span><\/code><code><span class=\"code-snippet_outer\">#\u7ed8\u5236LASSO\u56de\u5f52<span class=\"code-snippet__number\">10<\/span>\u6298\u4ea4\u53c9\u9a8c\u8bc1\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">cvfit = cv.glmnet(x, y,<\/span><\/code><code><span class=\"code-snippet_outer\">nfold=<span class=\"code-snippet__number\">10<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">family = <span class=\"code-snippet__string\">\"binomial\"<\/span>, type.measure = <span class=\"code-snippet__string\">\"class\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">pdf(<span class=\"code-snippet__string\">\"2cvfit.pdf\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">plot(cvfit)<\/span><\/code><code><span class=\"code-snippet_outer\">dev.off()<\/span><\/code><code><span class=\"code-snippet_outer\">#\u67e5\u770b\u6700\u4f73lambda<\/span><\/code><code><span class=\"code-snippet_outer\">cvfit$lambda.min<\/span><\/code><code><span class=\"code-snippet_outer\"># \u83b7\u53d6LASSO\u9009\u51fa\u6765\u7684\u7279\u5f81<\/span><\/code><code><span class=\"code-snippet_outer\">myCoefs <- coef(cvfit, s=<span class=\"code-snippet__string\">\"lambda.min\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">lasso_fea <- myCoefs@Dimnames[[<span class=\"code-snippet__number\">1<\/span>]][which(myCoefs != <span class=\"code-snippet__number\">0<\/span> )]<\/span><\/code><code><span class=\"code-snippet_outer\">(lasso_fea <- lasso_fea[<span class=\"code-snippet__number\">-1<\/span>])<\/span><\/code><code><span class=\"code-snippet_outer\"># \u628alasso\u627e\u5230\u7684\u7279\u5f81\u4fdd\u5b58\u5230\u6587\u4ef6<\/span><\/code><code><span class=\"code-snippet_outer\">write.csv(lasso_fea,<span class=\"code-snippet__string\">\"3feature_lasso.csv\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">#SVM-REF\u7b97\u6cd5\u8f93\u5165\u6570\u636e<\/span><\/code><code><span class=\"code-snippet_outer\">input <- train<\/span><\/code><code><span class=\"code-snippet_outer\">#\u91c7\u7528\u4e94\u6298\u4ea4\u53c9\u9a8c\u8bc1 (k-fold crossValidation\uff09<\/span><\/code><code><span class=\"code-snippet_outer\">svmRFE(input, k = <span class=\"code-snippet__number\">5<\/span>, halve.above = <span class=\"code-snippet__number\">100<\/span>) #\u5206\u5272\u6570\u636e\uff0c\u5206\u914d\u968f\u673a\u6570<\/span><\/code><code><span class=\"code-snippet_outer\">nfold = <span class=\"code-snippet__number\">5<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">nrows = nrow(input)<\/span><\/code><code><span class=\"code-snippet_outer\">folds = rep(<span class=\"code-snippet__number\">1<\/span>:nfold, len=nrows)[sample(nrows)]<\/span><\/code><code><span class=\"code-snippet_outer\">folds = lapply(<span class=\"code-snippet__number\">1<\/span>:nfold, function(x) which(folds == x))<\/span><\/code><code><span class=\"code-snippet_outer\">results = lapply(folds, svmRFE.wrap, input, k=<span class=\"code-snippet__number\">5<\/span>, halve.above=<span class=\"code-snippet__number\">100<\/span>) #\u7279\u5f81\u9009\u62e9<\/span><\/code><code><span class=\"code-snippet_outer\">top.features = WriteFeatures(results, input, save=F) #\u67e5\u770b\u4e3b\u8981\u53d8\u91cf<\/span><\/code><code><span class=\"code-snippet_outer\">head(top.features)<\/span><\/code><code><span class=\"code-snippet_outer\">#\u628aSVM-REF\u627e\u5230\u7684\u7279\u5f81\u4fdd\u5b58\u5230\u6587\u4ef6<\/span><\/code><code><span class=\"code-snippet_outer\">write.csv(top.features,<span class=\"code-snippet__string\">\"4feature_svm.csv\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"># \u9009\u524d<span class=\"code-snippet__number\">300<\/span>\u4e2a\u53d8\u91cf\u8fdb\u884cSVM\u6a21\u578b\u6784\u5efa\uff0c\u9009\u53d6\u7684\u53d8\u91cf\u8d8a\u591a\uff0c\u8fd0\u884c\u901f\u5ea6\u8d8a\u6162\uff01<\/span><\/code><code><span class=\"code-snippet_outer\">featsweep = lapply(<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">300<\/span>, FeatSweep.wrap, results, input) #<span class=\"code-snippet__number\">300<\/span>\u4e2a\u53d8\u91cf<\/span><\/code><code><span class=\"code-snippet_outer\"># \u753b\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">no.info = min(prop.table(table(input[,<span class=\"code-snippet__number\">1<\/span>])))<\/span><\/code><code><span class=\"code-snippet_outer\">errors = sapply(featsweep, function(x) ifelse(is.null(x), NA, x$error))<\/span><\/code><code><span class=\"code-snippet_outer\">#\u7ed8\u5236\u57fa\u4e8eSVM-REF\u7b97\u6cd5\u7684\u9519\u8bef\u7387\u66f2\u7ebf\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">pdf(<span class=\"code-snippet__string\">\"5B_svm-error.pdf\"<\/span>,width = <span class=\"code-snippet__number\">5<\/span>,height = <span class=\"code-snippet__number\">5<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">PlotErrors(errors, no.info=no.info) #\u67e5\u770b\u9519\u8bef\u7387<\/span><\/code><code><span class=\"code-snippet_outer\">dev.off()<\/span><\/code><code><span class=\"code-snippet_outer\">#\u7ed8\u5236\u57fa\u4e8eSVM-REF\u7b97\u6cd5\u7684\u6b63\u786e\u7387\u66f2\u7ebf\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">#dev.<span class=\"code-snippet__keyword\">new<\/span>(width=<span class=\"code-snippet__number\">4<\/span>, height=<span class=\"code-snippet__number\">4<\/span>, bg=<span class=\"code-snippet__string\">'white'<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">pdf(<span class=\"code-snippet__string\">\"6B_svm-accuracy.pdf\"<\/span>,width = <span class=\"code-snippet__number\">5<\/span>,height = <span class=\"code-snippet__number\">5<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">Plotaccuracy(<span class=\"code-snippet__number\">1<\/span>-errors,no.info=no.info) #\u67e5\u770b\u51c6\u786e\u7387<\/span><\/code><code><span class=\"code-snippet_outer\">dev.off()<\/span><\/code><code><span class=\"code-snippet_outer\"># \u56fe\u4e2d\u7ea2\u8272\u5706\u5708\u6240\u5728\u7684\u4f4d\u7f6e\uff0c\u5373\u9519\u8bef\u7387\u6700\u4f4e\u70b9<\/span><\/code><code><span class=\"code-snippet_outer\">which.min(errors)<\/span><\/code><code><span class=\"code-snippet_outer\">#\u6bd4\u8f83lasso\u548cSVM-REF\u65b9\u6cd5\u4e00\u627e\u51fa\u7684\u7279\u5f81\u53d8\u91cf\uff0c\u753bVenn\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">(myoverlap <- intersect(lasso_fea, top.features[<span class=\"code-snippet__number\">1<\/span>:which.min(errors), <span class=\"code-snippet__string\">\"FeatureName\"<\/span>])) #\u4ea4\u96c6<\/span><\/code><code><span class=\"code-snippet_outer\">#\u7edf\u8ba1\u4ea4\u53c9\u57fa\u56e0\u6709\u591a\u5c11\u4e2a<\/span><\/code><code><span class=\"code-snippet_outer\">summary(lasso_fea%in%top.features[<span class=\"code-snippet__number\">1<\/span>:which.min(errors), <span class=\"code-snippet__string\">\"FeatureName\"<\/span>])<\/span><\/code><code><span class=\"code-snippet_outer\">#\u7ed8\u5236venn\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">pdf(<span class=\"code-snippet__string\">\"7C_lasso_SVM_venn.pdf\"<\/span>, width = <span class=\"code-snippet__number\">15<\/span>, height = <span class=\"code-snippet__number\">8<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">grid.newpage()<\/span><\/code><code><span class=\"code-snippet_outer\">venn.plot<-venn.diagram(<span class=\"code-snippet__built_in\">list<\/span>(LASSO=lasso_fea, SVM_RFE=as.character(top.features[<span class=\"code-snippet__number\">1<\/span>:which.min(errors),<span class=\"code-snippet__string\">\"FeatureName\"<\/span>])), <span class=\"code-snippet__literal\">NULL<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">fill = c(<span class=\"code-snippet__string\">\"#E31A1C\"<\/span>,<span class=\"code-snippet__string\">\"#E7B800\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">alpha = c(<span class=\"code-snippet__number\">0.5<\/span>,<span class=\"code-snippet__number\">0.5<\/span>), cex = <span class=\"code-snippet__number\">4<\/span>, cat.fontface=<span class=\"code-snippet__number\">3<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">category.names = c(<span class=\"code-snippet__string\">\"LASSO\"<\/span>, <span class=\"code-snippet__string\">\"SVM_RFE\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">main = <span class=\"code-snippet__string\">\"Overlap\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">grid.draw(venn.plot)<\/span><\/code><code><span class=\"code-snippet_outer\">dev.off()<\/span><\/code><\/pre>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">5.\u7ed3\u679c\u6587\u4ef6<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">1.1A_lasso.pdf<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u56fe\u7247\u4e3aLasso\u56de\u5f52\u56fe\u3002<\/span><br \/><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.5018518518518519\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_6Ps5m2aws1AgNiaNhkFhSypd6LotxA.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEHLuTXTeCibZXBK8G7iahnAKjejh6Ps5m2aws1AgNiaNhkFhSypd6LotxA\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"1080\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">2.2cvfit.pdf<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u56fe\u7247\u4e3a10\u6298\u4ea4\u53c9\u9a8c\u8bc1\u56fe\u3002<\/span><\/p>\n<\/section>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.9677871148459384\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_Z3vXWnN2fibadMSUT9vZ7zUSMOiclg.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/4_Z3vXWnN2fibadMSUT9vZ7zUSMOiclg.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEXbblKwR3CH2Rd2w9glg9XQorMqZ3vXWnN2fibadMSUT9vZ7zUSMOiclg\/640?wx_fmt=jpeg''\" data-type=\"jpeg\" data-w=\"714\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/p>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.9677871148459384\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"714\" style=\"vertical-align: middle;width: 0px;height: auto !important;\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_Z3vXWnN2fibadMSUT9vZ7zUSMOiclg.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/4_Z3vXWnN2fibadMSUT9vZ7zUSMOiclg.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEXbblKwR3CH2Rd2w9glg9XQorMqZ3vXWnN2fibadMSUT9vZ7zUSMOiclg\/640?wx_fmt=jpeg''\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">3.5B_svm-error.pdf<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u56fe\u7247\u4e3a\u57fa\u4e8eSVM-RFE\u7b97\u6cd55\u6298\u4ea4\u53c9\u9a8c\u8bc1\u7684\u9519\u8bef\u7387\u66f2\u7ebf\u56fe\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.9295081967213115\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_hYCRHEroKbXWszFWVPAYDp8oMTpBpQ.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/6_hYCRHEroKbXWszFWVPAYDp8oMTpBpQ.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEKjPowp4XnxXrSMnSxOjYyfW5hYCRHEroKbXWszFWVPAYDp8oMTpBpQ\/640?wx_fmt=jpeg''\" data-type=\"jpeg\" data-w=\"610\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.9295081967213115\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"610\" style=\"vertical-align: middle;width: 0px;height: auto !important;\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_hYCRHEroKbXWszFWVPAYDp8oMTpBpQ.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/6_hYCRHEroKbXWszFWVPAYDp8oMTpBpQ.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEKjPowp4XnxXrSMnSxOjYyfW5hYCRHEroKbXWszFWVPAYDp8oMTpBpQ\/640?wx_fmt=jpeg''\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">4.6B_svm-accuracy.pdf<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u56fe\u7247\u4e3a\u57fa\u4e8eSVM-RFE\u7b97\u6cd55\u6298\u4ea4\u53c9\u9a8c\u8bc1\u7684\u6b63\u786e\u7387\u66f2\u7ebf\u56fe<\/span><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\"><br \/><\/section>\n<section powered-by=\"xiumi.us\">\n<p style=\"text-align: center;\"><em><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.9699499165275459\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_RyD1r4wr8wNHicsGWsk13zia7hIdYw.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEtu5BUr8nGuY7rO5wfPlICdJvysRyD1r4wr8wNHicsGWsk13zia7hIdYw\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"599\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/em><\/p>\n<\/section>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">5.3feature_lasso.csv<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u662f\u57fa\u4e8eLasso\u7b97\u6cd5\u7ecf\u8fc7\u7279\u5f81\u9009\u62e9\uff0c\u7b5b\u9009\u51fa\u7684\u7279\u5f81\u57fa\u56e0\u3002<\/span><br \/><\/p>\n<section powered-by=\"xiumi.us\">\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.3111111111111111\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_UOMpTuTZpxvsic6mpZd5eUozsoILoQ.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/9_UOMpTuTZpxvsic6mpZd5eUozsoILoQ.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEETt6cJ3jzkJxkWZoAOZOibibAkicUOMpTuTZpxvsic6mpZd5eUozsoILoQ\/640?wx_fmt=jpeg''\" data-type=\"jpeg\" data-w=\"1080\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.3111111111111111\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"1080\" style=\"vertical-align: middle;width: 0px;height: auto !important;\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_UOMpTuTZpxvsic6mpZd5eUozsoILoQ.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/9_UOMpTuTZpxvsic6mpZd5eUozsoILoQ.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEETt6cJ3jzkJxkWZoAOZOibibAkicUOMpTuTZpxvsic6mpZd5eUozsoILoQ\/640?wx_fmt=jpeg''\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">6.4feature_svm.csv<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u662f\u57fa\u4e8eSVM-REF\u7b97\u6cd5\u7ecf\u8fc7\u7279\u5f81\u9009\u62e9\uff0c\u7b5b\u9009\u51fa\u7684\u7279\u5f81\u57fa\u56e0\uff0cFeatureName\u8868\u793a\u57fa\u56e0\u540d\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.4101851851851852\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/10_NLlYIxvxslib3cr5nIzRARuZHTlnAw.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/11_NLlYIxvxslib3cr5nIzRARuZHTlnAw.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneExAxQScjZeDRt2L1pSpuNjOwNwNLlYIxvxslib3cr5nIzRARuZHTlnAw\/640?wx_fmt=jpeg''\" data-type=\"jpeg\" data-w=\"1080\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.4101851851851852\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"1080\" style=\"vertical-align: middle;width: 0px;height: auto !important;\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/10_NLlYIxvxslib3cr5nIzRARuZHTlnAw.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/11_NLlYIxvxslib3cr5nIzRARuZHTlnAw.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneExAxQScjZeDRt2L1pSpuNjOwNwNLlYIxvxslib3cr5nIzRARuZHTlnAw\/640?wx_fmt=jpeg''\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">7.7C_lasso_SVM_venn.pdf<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u56fe\u7247\u4e3a\u901a\u8fc7LASSO\u56de\u5f52\u548cSVM-REF\u7b97\u6cd5\u8fdb\u884c\u7279\u5f81\u9009\u62e9\uff0c\u6700\u540e\u53d6\u4e24\u79cd\u65b9\u6cd5\u5f97\u5230\u768416\u4e2a\u4ea4\u53c9\u57fa\u56e0\u4f5c\u4e3a\u7279\u5f81\u57fa\u56e0\u7684Venn\u56fe\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.5388888888888889\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/12_rc1zltfZZWCzgguibEUbx7cWxkLE3A.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/13_rc1zltfZZWCzgguibEUbx7cWxkLE3A.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneE9dNv8MbZqcb6n2Eic5pNhAhDJQrc1zltfZZWCzgguibEUbx7cWxkLE3A\/640?wx_fmt=jpeg''\" data-type=\"jpeg\" data-w=\"1080\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.5388888888888889\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"1080\" style=\"vertical-align: middle;width: 0px;height: auto !important;\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/12_rc1zltfZZWCzgguibEUbx7cWxkLE3A.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/13_rc1zltfZZWCzgguibEUbx7cWxkLE3A.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneE9dNv8MbZqcb6n2Eic5pNhAhDJQrc1zltfZZWCzgguibEUbx7cWxkLE3A\/640?wx_fmt=jpeg''\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p style=\"font-size: 16px;letter-spacing: normal;white-space: normal;caret-color: rgb(0, 0, 0);color: rgb(0, 0, 0);text-align: justify;\"><span style=\"font-size: 14px;text-indent: 2em;text-align: justify;\">\u6700\u7ec8\u5c0f\u679c\u987a\u5229\u5b8c\u6210\u4e86\u5229\u7528 lassso\u56de\u5f52\u548cSVM-REF\u4e24\u79cd\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u4e86\u7279\u5f81\u57fa\u56e0\u7b5b\u9009\uff0c\u5c0f\u4f19\u4f34\u4eec\u591a\u591a\u7406\u89e3\u4ee3\u7801\u7684\u610f\u4e49\u54e6~<\/span><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;letter-spacing: 0.578px;white-space: normal;text-align: left;\">\n<section style=\"font-size: 16px;\">\n<section powered-by=\"xiumi.us\" style=\"margin: 10px;justify-content: flex-start;display: flex;flex-flow: row;\">\n<section style=\"padding-right: 10px;padding-left: 10px;display: inline-block;width: 558px;vertical-align: top;border-style: dashed;border-width: 1px;border-color: rgb(62, 62, 62);align-self: flex-start;flex: 0 0 auto;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;\">\n<section style=\"display: inline-block;width: 536px;border-width: 0px 0px 0px 10px;border-style: solid;border-left-color: rgb(144, 215, 236);border-right-color: rgb(46, 172, 109);box-shadow: rgb(0, 0, 0) 0px 0px 0px;border-bottom-left-radius: 0px;\">\n<section powered-by=\"xiumi.us\" style=\"padding-right: 3px;padding-left: 3px;\">\n<section style=\"margin-top: 0.95em;margin-bottom: -0.65em;display: inline-block;width: 520px;vertical-align: top;\">\n<section style=\"margin-top: -1em;padding: 3px 10px;display: inline-block;vertical-align: top;background-color: rgb(255, 255, 255);color: rgb(0, 154, 68);\">\n<p><strong>\u5f80\u671f\u63a8\u8350<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: justify;\">\n<section style=\"letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247491794&idx=1&sn=2b7a4de95169c79202e44813885a8250&chksm=cf7f7017f808f9015689839fe4057fd418bf7b20eb1dfb5a28cd92e56a41b5605e62bfbc16fb&scene=21#wechat_redirect\" textvalue=\"1.\u642d\u5efa\u751f\u4fe1\u5206\u6790\u6d41\u6c34\u7ebf\uff0c\u5982\u5de5\u5382\u4e00\u683724\u5c0f\u65f6\u8fd0\u8f6cSnakemake\u2014\u2014\u8fdb\u9636\u547d\u4ee4\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"font-size: 14px;\" rel=\"noopener\">1.\u642d\u5efa\u751f\u4fe1\u5206\u6790\u6d41\u6c34\u7ebf\uff0c\u5982\u5de5\u5382\u4e00\u683724\u5c0f\u65f6\u8fd0\u8f6cSnakemake\u2014\u2014\u8fdb\u9636\u547d\u4ee4<\/a><br \/><\/section>\n<section style=\"letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247491705&idx=1&sn=9ff9b6da28b3a256a99c6697d589be66&chksm=cf7f70bcf808f9aafd1019a0bba3dd3a55e2867dbb9a09203f13c2683adf867094637c405ed1&scene=21#wechat_redirect\" textvalue=\"2.\u6bd4blast\u8fd8\u4f18\u79c0\u7684\u5e8f\u5217\u6bd4\u5bf9\u5de5\u5177\uff1fHMMER\u6765\u4e86\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"font-size: 14px;\" rel=\"noopener\">2.\u6bd4blast\u8fd8\u4f18\u79c0\u7684\u5e8f\u5217\u6bd4\u5bf9\u5de5\u5177\uff1fHMMER\u6765\u4e86<\/a><\/section>\n<section style=\"letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247491909&idx=1&sn=902e34bcf53e605fba2b457ec6a33e36&chksm=cf7f7180f808f8961542f458a49da14e85d8831449fb65fbf2623d55affc564686a5422f56fd&scene=21#wechat_redirect\" textvalue=\"3.\u5bf9\u5355\u7ec6\u80de\u5206\u6790\u6beb\u65e0\u5934\u7eea\uff1f\u8ba9popsicleR\u9886\u4f60\u5165\u95e8\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"font-size: 14px;\" rel=\"noopener\">3.\u5bf9\u5355\u7ec6\u80de\u5206\u6790\u6beb\u65e0\u5934\u7eea\uff1f\u8ba9popsicleR\u9886\u4f60\u5165\u95e8<\/a><\/section>\n<section style=\"letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247491905&idx=1&sn=fb34ebd6282962c7803badaee7a39096&chksm=cf7f7184f808f8929608c0050344ad86193d0fc6455c1c18e16cc17bf4b37832b63d3b18284e&scene=21#wechat_redirect\" textvalue=\"4.\u5c0f\u679c\u5e26\u4f60\u7ed8\u5236ROC\u66f2\u7ebf\u8bc4\u4f30\u751f\u5b58\u9884\u6d4b\u80fd\u529b\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener\"><span style=\"font-size: 14px;\">4.\u5c0f\u679c\u5e26\u4f60\u7ed8\u5236ROC\u66f2\u7ebf\u8bc4\u4f30\u751f\u5b58\u9884\u6d4b\u80fd\u529b<\/span><\/a><\/section>\n<section style=\"letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247493633&idx=1&sn=2263dfe7572c0bcf6816c2c1a37d79de&chksm=cf7f78c4f808f1d2209321d6ace39fde5fa60c0691b56f88eac21916f5a2872ce8ee345f1d5f&scene=21#wechat_redirect\" textvalue=\"\u8f6f\u4ef6\u5305\u5b89\u88c5\u3001\u6253\u602a\u5feb\u53c8\u597d\uff0c1024G\u5b58\u50a8\u7684\u751f\u4fe1\u670d\u52a1\u5668\uff1b\u8fd8\u6709\u6bd4\u8fd9\u66f4\u7701\u94b1\u7684\u561b\uff01\uff01\uff01\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"letter-spacing: 0.578px;font-size: 14px;\" rel=\"noopener\">5.\u8f6f\u4ef6\u5305\u5b89\u88c5\u3001\u6253\u602a\u5feb\u53c8\u597d\uff0c1024G\u5b58\u50a8\u7684\u751f\u4fe1\u670d\u52a1\u5668\uff1b\u8fd8\u6709\u6bd4\u8fd9\u66f4\u7701\u94b1\u7684\u561b\uff01\uff01\uff01<\/a><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section powered-by=\"xiumi.us\">\n<section><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.38981481481481484\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/14_FbEg9fibwQicL8l2ExKOZZTmAHXabQ-4.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAx3HetBkB7aOGibFWKqibqIATyC4zFibzCgdrxFwRep6cDMLIbA0FbEg9fibwQicL8l2ExKOZZTmAHXabQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"font-size: var(--articleFontsize);letter-spacing: 0.034em;caret-color: rgba(0, 0, 0, 0);\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"display: none;\"><mp-style-type data-value=\"3\"><\/mp-style-type><\/p>\n<p><\/content>\n<\/div>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350 \u539f\u521b \u5c0f\u679c […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":""},"categories":[1],"tags":[],"jetpack_featured_media_url":"","_links":{"self":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/54971"}],"collection":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=54971"}],"version-history":[{"count":1,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/54971\/revisions"}],"predecessor-version":[{"id":54981,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/54971\/revisions\/54981"}],"wp:attachment":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=54971"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=54971"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=54971"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":54971,"date":"2024-06-16T16:07:35","date_gmt":"2024-06-16T08:07:35","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=54971"},"modified":"2024-06-16T16:07:35","modified_gmt":"2024-06-16T08:07:35","slug":"8sci%e7%94%9f%e4%bf%a1%e6%96%87%e7%ab%a0%e5%b8%b8%e7%94%a8%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e7%ae%97%e6%b3%95lassosvm-rfe%e6%8e%a8%e8%8d%90","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=54971","title":{"rendered":"8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350"},"content":{"rendered":"

\n
\n<\/title><br \/>\n<meta charset=\"utf-8\"><br \/>\n<meta name=\"viewport\" content=\"width=device-width,initial-scale=1.0,maximum-scale=1.0,user-scalable=0,viewport-fit=cover\"><\/p>\n<style>\n*{margin:0;padding:0}html{-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%;line-height:1.6}img{z-index:999;position:relative;max-width:100%;margin:10px 0;}body{letter-spacing:.034em}h1,h2,h3,h4,h5,h6{font-weight:400;font-size:16px}a{color:#576b95;text-decoration:none;-webkit-tap-highlight-color:rgba(0,0,0,0)}td,th{word-wrap:break-word;padding:5px 10px;border:1px solid #DDD;}table{margin-bottom:10px;border-collapse:collapse;display:table;width:100%!important;}.appmsg_skin_default .rich_media_area_primary{background-color:#fff}.appmsg_skin_default .rich_media_area_primary .weui-loadmore_line .weui-loadmore__tips{background-color:#fff}.rich_media_area_primary{padding:20px 16px 12px;background-color:#fafafa}@media (max-width:375px){.rich_media_area_primary{padding:20px 60px 15px 60px}.rich_media_area_extra{padding:0 60px 21px 60px}}@media (min-width:1024px){.rich_media_area_primary_inner,.rich_media_area_extra_inner,body{max-width:677px;margin-left:auto;margin-right:auto}.rich_media_area_primary{padding-top:32px}}.rich_media{padding:20px;overflow:hidden;}.appmsg_skin_default .rich_media_area_primary{background-color:#fff}.appmsg_skin_default .rich_media_area_primary .weui-loadmore_line .weui-loadmore__tips{background-color:#fff}@media screen and (min-width:1024px){.rich_media_area_primary_inner,.rich_media_area_extra_inner{max-width:677px;margin-left:auto;margin-right:auto}.rich_media_area_primary{padding-top:32px}}.rich_media_content{overflow:hidden;color:#333;font-size:17px;word-wrap:break-word;-webkit-hyphens:auto;-ms-hyphens:auto;hyphens:auto;text-align:justify;position:relative;z-index:0}.rich_media_content *{max-width:100%!important;box-sizing:border-box!important;-webkit-box-sizing:border-box!important;word-wrap:break-word!important}.rich_media_content p{clear:both;min-height:1em}.rich_media_content em{font-style:italic}.rich_media_content fieldset{min-width:0}.rich_media_content .list-paddingleft-1,.rich_media_content .list-paddingleft-2,.rich_media_content .list-paddingleft-3{padding-left:2.2em}.rich_media_content .list-paddingleft-1 .list-paddingleft-2,.rich_media_content .list-paddingleft-2 .list-paddingleft-2,.rich_media_content .list-paddingleft-3 .list-paddingleft-2{padding-left:30px}.rich_media_content .list-paddingleft-1{padding-left:1.2em}.rich_media_content .list-paddingleft-3{padding-left:3.2em}.rich_media_content .code-snippet,.rich_media_content .code-snippet__fix{max-width:1000%!important}.rich_media_content .code-snippet *,.rich_media_content .code-snippet__fix *{max-width:1000%!important}.rich_media_title{font-size:22px;line-height:1.4;margin-bottom:13px;padding-bottom:13px;border-bottom:1px solid #e7e7eb;}@supports(-webkit-overflow-scrolling:touch){.rich_media_title{font-weight:700}}.rich_media_meta{display:inline-block;vertical-align:middle;padding:0 0 10px 0;font-size:15px;-webkit-tap-highlight-color:rgba(0,0,0,0)}.rich_media_meta.icon_appmsg_tag{margin-right:0px}.rich_media_meta.meta_tag_text{margin-right:0}.rich_media_meta_list em{font-style:normal}.rich_media_meta_text{color:#a5a5a5;}p{margin:0;}.msgBox{margin-top:20px;padding-top:20px;padding-left:50px;overflow:hidden;border-top:2px dashed #09a2ff;}.msg{padding-top:7px;clear:both;}.msgBody{float:right;width:100%;margin-left:55px;padding-bottom:15px;border-bottom:1px dashed #e0e0e0;}.userHeadImg{float:left;margin-left:-50px;}.userHeadImg img{width:40px;height:40px;margin-right:10px;border-radius:3px;}.userName{color:#888888;line-height:24px;font-size:14px;margin:5px 0 5px 0;height:24px;}.replyBody,.autherBody{color:#565656;font-size:15px;}.replyIcon{border-left:4px solid #33ab01;margin-right:5px;}.ad{text-decoration:none;color:#d6d4d4;font-size:12px;}.msgBodyReply{padding-top:5px;}.userName span{float:right;color:#afafaf;font-size:14px;}code{text-align:left;font-size:14px;display:block;white-space:pre;display:-webkit-box;display:-webkit-flex;display:flex;position:relative;}.code-snippet__fix{font-size:14px;margin:10px 0;display:block;color:#333;position:relative;background-color:rgba(0,0,0,0.03);border:1px solid #f0f0f0;border-radius:2px;display:-webkit-box;display:-webkit-flex;display:flex;padding-left:25px;line-height:26px}.code-snippet__fix code{text-align:left;font-size:14px;display:block;white-space:pre;display:-webkit-box;display:-webkit-flex;display:flex;position:relative;font-family:Consolas,\"Liberation Mono\",Menlo,Courier,monospace}.code-snippet__comment,.code-snippet__quote{color:#afafaf;font-style:italic}.code-snippet__keyword,.code-snippet__selector-tag,.code-snippet__subst{color:#ca7d37}.code-snippet__number,.code-snippet__literal,.code-snippet__variable,.code-snippet__template-variable,.code-snippet__tag .code-snippet__attr{color:#0e9ce5}.code-snippet__string,.code-snippet__doctag{color:#d14}.code-snippet__title,.code-snippet__section,.code-snippet__selector-id{color:#d14}.code-snippet__subst{font-weight:normal}.code-snippet__type,.code-snippet__class .code-snippet__title{color:#0e9ce5}.code-snippet__tag,.code-snippet__name,.code-snippet__attribute{color:#0e9ce5;font-weight:normal}.code-snippet__regexp,.code-snippet__link{color:#ca7d37}.code-snippet__symbol,.code-snippet__bullet{color:#d14}.code-snippet__built_in,.code-snippet__builtin-name{color:#ca7d37}.code-snippet__meta{color:#afafaf}.code-snippet__deletion{background:#fdd}.code-snippet__addition{background:#dfd}.code-snippet__emphasis{font-style:italic}.code-snippet__strong{font-weight:bold}.account_avatar{width:40px;height:40px;padding:0;}.account_info{display:-webkit-box;display:-webkit-flex;display:flex;-webkit-box-align:center;-webkit-align-items:center;padding:20px 0;align-items:center}.flex_bd{padding-left:14px;}.account_nickname{display:inline-block;vertical-align:middle;line-height:1.2;color:#576b95;font-size:14px}.account_desc{overflow:hidden;text-overflow:ellipsis;display:-webkit-box;-webkit-box-orient:vertical;-webkit-line-clamp:1;color:rgba(0,0,0,0.3);font-size:14px;line-height:1.2;padding-top:.4em}.msg_source_url{text-align:left;word-break:break-all;margin-top:20px;}.msg_source_url a{padding-right:10px;}.msg_source_url .url_text{color:#a8a8a8;}.video-desc{font-size:14px;margin-top:15px;color:#6c6c6c;}.msg_source_url{text-align:left;}.original_primary_card_tips{color:rgba(0,0,0,0.3);line-height:1.4;font-size:15px;}.weui-flex__item{margin-bottom:20px;padding:20px 16px;margin-top:16px;line-height:1.4;align-items:center;background-color:#f7f7f7;border-radius:8px;position:relative;}.original_primary_desc{color:rgba(0,0,0,0.5);font-size:14px;padding-top:4px;width:auto;overflow:hidden;text-overflow:ellipsis;}.msgBodyReplyList{border-top:1px solid #e1e1e1;margin-top:10px;}.msgBodyReplyListTop{border-top:0;}.reply_like_num{float:right;font-size:14px;color:#c7c7c7;}.msgData{margin-top:20px;color:#626262;}.msgData span{font-size:14px;padding-right:15px;}.msgData .likes{float:right;padding-right:0;}.js_text_content p{font-size:18px;}.rich_media_meta_link{font-size:15px;}blockquote {padding-left: 10px;border-left: 3px solid #dbdbdb;color: rgba(0,0,0,0.5);font-size: 15px;padding-top: 4px;margin: 1em 0;}.video_iframe{width:500px;height:400px;}.blockquote_info{color:#b5b5b5;margin-top:10px;}#copyright_logo{color:#bdbdbd;}.rich_media_meta_list{margin-bottom:10px;}.reprint{background:#efefef;border-radius:5px;padding:8px;color:#1f1f1f;}.reprint a{word-break:break-all;}.topic{color:#8e8e8e;background:#f7f7f7;border-radius:5px;padding:10px 8px;}.topic a{padding-right:5px;}.topic p{margin-bottom:5px;}\n<\/style>\n<link href=\"https:\/\/www.juyifx.cn\/config\/css\/wxArticle.css\" rel=\"stylesheet\"\/>\n<\/head><script>\nvar data={\"mp\":\"\u751f\u4fe1\u679c\",\"title\":\"8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\",\"time\":\"2023-11-10 19:01:03\",\"timeStamp\":\"1699614063\"};\n<\/script><br \/>\n<body><\/p>\n<div class=\"rich_media\">\n<h1 class=\"rich_media_title\" id=\"activity-name\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247495459&idx=1&sn=7e5f21a3eb459c2aec105649c4c45d1f&chksm=cf7f7fe6f808f6f0d265cfc710a54ecf628411d0a9ffad116ab3b4d5870e74beb34cd65ccdb5#rd\" target=\"_blank\" rel=\"noopener\">8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350<\/a><\/h1>\n<div id=\"meta_content\" class=\"rich_media_meta_list\"><span id=\"copyright_logo\" class=\"wx_tap_link js_wx_tap_highlight rich_media_meta icon_appmsg_tag appmsg_title_tag weui-wa-hotarea\">\u539f\u521b <\/span><span class=\"rich_media_meta rich_media_meta_text\">\u5c0f\u679c <\/span><span class=\"rich_media_meta rich_media_meta_nickname\" id=\"profileBt\"><a href=\"javascript:void(0);\" class=\"wx_tap_link js_wx_tap_highlight weui-wa-hotarea\" id=\"js_name\">\u751f\u4fe1\u679c <\/a><\/span><em id=\"publish_time\" class=\"rich_media_meta rich_media_meta_text\">2023-11-10 19:01:03<\/em><\/div>\n<p><content><\/p>\n<div class=\"topic\">\n<p>\u6536\u5f55\u4e8e\u8bdd\u9898<\/p>\n<p><a href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=Mzg3OTg3MjQyNg==&action=getalbum&album_id=2812010014583390210#wechat_redirect\" title=\"R\u4ee3\u7801\" target=\"_blank\" rel=\"noopener\">#R\u4ee3\u7801<\/a><a href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=Mzg3OTg3MjQyNg==&action=getalbum&album_id=2821072943068839938#wechat_redirect\" title=\"\u751f\u4fe1\u7ed8\u56fe\" target=\"_blank\" rel=\"noopener\">#\u751f\u4fe1\u7ed8\u56fe<\/a><a href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=Mzg3OTg3MjQyNg==&action=getalbum&album_id=2664545260517294084#wechat_redirect\" title=\"\u751f\u4fe1\u5b9e\u64cd\" target=\"_blank\" rel=\"noopener\">#\u751f\u4fe1\u5b9e\u64cd<\/a><\/p>\n<\/div>\n<section style=\"font-size: 16px;letter-spacing: normal;white-space: normal;caret-color: rgb(0, 0, 0);color: rgb(0, 0, 0);\" data-mpa-powered-by=\"yiban.io\">\n<section powered-by=\"xiumi.us\">\n<p style=\"text-align: justify;\"><span style=\"font-size: 14px;text-indent: 2em;text-align: justify;\">\u673a\u5668\u5b66\u4e60\uff0c\u5728\u73b0\u5728\u751f\u4fe1\u6587\u7ae0\u4e2d\u51fa\u73b0\u7684\u9891\u7387\u8d8a\u6765\u8d8a\u9ad8\uff0c\u5c24\u5176\u662f\u901a\u8fc7\u51e0\u79cd\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u76f8\u7ed3\u5408\u7684\u7b56\u7565\u6765\u8bc6\u522b\u76f8\u5173\u75be\u75c5\u7684\u7279\u5f81\u57fa\u56e0\uff0c\u5728\u73b0\u5728\u662f\u6700\u706b\u7684\u751f\u4fe1\u5206\u6790\u70ed\u70b9\uff0c\u4eca\u5929\u5c0f\u679c\u5e26\u7740\u5c0f\u4f19\u4f34\u4e5f\u6765\u8e6d\u8e6d\u70ed\u70b9\uff0c\u901a\u8fc7LASSO\u56de\u5f52\u548cSVM-RFE\u4e24\u79cd\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u7279\u5f81\u53d8\u91cf\u7b5b\u9009\uff0c\u6700\u540e\u5c06\u4e24\u79cd\u7b97\u6cd5\u83b7\u5f97\u7684\u4ea4\u53c9\u57fa\u56e0\u4f5c\u4e3a\u7279\u5f81\u57fa\u56e0\uff1b\u8fd9\u5c31\u662f\u5c0f\u679c\u4e3a\u5927\u5bb6\u4eca\u5929\u5e26\u6765\u7684\u5206\u4eab\u5185\u5bb9\uff0c\u63a5\u4e0b\u6765\u548c\u5c0f\u679c\u4e00\u8d77\u5f00\u542f\u4eca\u5929\u7684\u5b66\u4e60\u4e4b\u65c5\u5427\uff01<\/span><\/p>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">1.\u4f55\u4e3aLASSO\u56de\u5f52\u548cSVM-RFE\u7b97\u6cd5?<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"font-size: 16px;letter-spacing: normal;white-space: normal;caret-color: rgb(0, 0, 0);color: rgb(0, 0, 0);text-align: justify;\"><span style=\"font-size: 14px;text-indent: 2em;text-align: justify;\">\u5728\u8fdb\u884c\u5b9e\u64cd\u4e4b\u524d\uff0c\u5c0f\u679c\u60f3\u4e3a\u5927\u5bb6\u7b80\u5355\u7684\u4ecb\u7ecd\u4e00\u4e0b\u8fd9\u4e24\u79cd\u7b97\u6cd5\u7684\u539f\u7406\uff0cSVM-RFE\uff08support vector machine – recursive feature elimination\uff09\u662f\u57fa\u4e8e\u652f\u6301\u5411\u91cf\u673a\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c \u901a\u8fc7\u5220\u51cfsvm\u4ea7\u751f\u7684\u7279\u5f81\u5411\u91cf\u6765\u5bfb\u627e\u6700\u4f73\u53d8\u91cf\uff1bLASSO\u56de\u5f52\uff08logistic regression\uff09\u4e5f\u662f\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5\u4e4b\u4e00\uff0c\u901a\u8fc7\u5bfb\u627e\u5206\u7c7b\u9519\u8bef\u6700\u5c0f\u65f6\u7684\u03bb\u6765\u786e\u5b9a\u53d8\u91cf\uff0c\u4e3b\u8981\u7528\u4e8e\u7b5b\u9009\u7279\u5f81\u53d8\u91cf\uff0c\u6784\u5efa\u6700\u4f73\u5206\u7c7b\u6a21\u578b\u3002\u4ee5\u4e0a\u5c31\u662f\u5c0f\u679c\u5bf9\u4e24\u79cd\u7b97\u6cd5\u7684\u7b80\u5355\u4ecb\u7ecd\u3002\u4e86\u89e3\u4e86\u539f\u7406\u4e4b\u540e\uff0c\u5c0f\u4f19\u4f34\u4eec\u662f\u4e0d\u662f\u6709\u4e2a\u7591\u95ee\uff0c\u4ec0\u4e48\u65f6\u5019\u8be5\u5229\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u7279\u5f81\u57fa\u56e0\u7b5b\u9009\uff1f\u4e00\u822c\u90fd\u662f\u901a\u8fc7\u8f6c\u5f55\u7ec4\u6570\u636e\u5dee\u5f02\u5206\u6790\u7ed3\u5408WGCNA\uff0c\u83b7\u5f97\u75be\u75c5\u76f8\u5173\u57fa\u56e0\u5019\u9009\u57fa\u56e0\uff0c\u5bf9\u8fd9\u4e9b\u5019\u9009\u57fa\u56e0\u901a\u8fc7\u591a\u79cd\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u5019\u9009\u57fa\u56e0\u8fdb\u4e00\u6b65\u7b5b\u9009\uff0c\u8fd9\u662f\u6700\u5e38\u89c1\u7684\u5206\u6790\u5957\u8def\u3002\u4eca\u5929\u5c0f\u679c\u60f3\u5229\u7528\u8fd9\u4e24\u79cd\u7b97\u6cd5\u8fdb\u884c\u7279\u5f81\u9009\u62e9\uff0c\u6700\u540e\u53d6\u4e24\u79cd\u7b97\u6cd5\u7684\u4ea4\u53c9\u57fa\u56e0\u4f5c\u4e3a\u7279\u5f81\u57fa\u56e0\uff0c\u8bdd\u4e0d\u591a\u8bf4\uff0c\u9a6c\u4e0a\u8ddf\u7740\u5c0f\u679c\u5f00\u59cb\u4eca\u5929\u7684\u5b9e\u64cd\u5427\uff01<img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.38981481481481484\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_IWicymEetCc6Enf2BkUE4Yz1Ya5e5w.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyuYsqlJnQUJvnS2iciaDibtfbdV0VmHlriaSjYwjFPLp1BLjokHIWicymEetCc6Enf2BkUE4Yz1Ya5e5w\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"font-family: \u5b8b\u4f53;font-size: 15px;letter-spacing: 0.578px;white-space: normal;text-align: center;\" data-recalc-dims=\"1\" \/><\/span><\/p>\n<p style=\"font-size: 16px;letter-spacing: normal;white-space: normal;caret-color: rgb(0, 0, 0);color: rgb(0, 0, 0);text-align: justify;\"><span style=\"font-size: 14px;text-indent: 2em;text-align: justify;\"><em style=\"font-size: 14px;letter-spacing: 0.578px;white-space: normal;color: rgb(178, 178, 178);\"><span style=\"font-size: 13px;text-decoration: underline;\">\u516c\u4f17\u53f7\u540e\u53f0\u56de\u590d\u201c111″,\u9886\u53d6\u4ee3\u7801\uff0c\u4ee3\u7801\u7f16\u53f7\uff1a231019<\/span><\/em><\/span><\/p>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">2.\u8f7d\u5165\u9700\u8981\u7684R\u5305<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">#\u5b89\u88c5\u9700\u8981\u7684R\u5305<\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">\"tidyverse\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">\"randomForest\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">'e1071'<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">\"glmnet\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">\"VennDiagram\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(<span class=\"code-snippet__string\">\"ggplot2\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">#\u52a0\u8f7d\u9700\u8981\u7684R\u5305<\/span><\/code><code><span class=\"code-snippet_outer\">library(tidyverse)<\/span><\/code><code><span class=\"code-snippet_outer\">library(glmnet)<\/span><\/code><code><span class=\"code-snippet_outer\">source(<span class=\"code-snippet__string\">'msvmRFE.R'<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">library(VennDiagram)<\/span><\/code><code><span class=\"code-snippet_outer\">library(e1071)<\/span><\/code><code><span class=\"code-snippet_outer\">library(caret)<\/span><\/code><\/pre>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">3.\u6570\u636e\u51c6\u5907<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">svm.csv\uff0c\u884c\u540d\u4e3a\u6837\u672c\u540d\uff0c\u7b2c\u4e00\u5217\u4e3a\u5206\u7ec4\u4fe1\u606f\uff0c\u5176\u4ed6\u5217\u4e3a\u57fa\u56e0\u6240\u5bf9\u5e94\u7684\u8868\u8fbe\u77e9\u9635\u3002<\/span><span style=\"font-size: 14px;text-indent: 2em;\">\u9700\u8981\u6ce8\u610f\u7684\u662f\u5fc5\u987b\u8981\u6709\u5206\u7ec4\u4fe1\u606f\u5965\uff01<\/span><\/p>\n<\/section>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">4.LASSO\u56de\u5f52\u548cSVM-REF\u7b5b\u9009\u7279\u5f81\u53d8\u91cf<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"c\"><code><span class=\"code-snippet_outer\">train <- read.csv(<span class=\"code-snippet__string\">\"svm.csv\"<\/span>,row.names = <span class=\"code-snippet__number\">1<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">as.is = F) #\u540e\u9762svmRFE\u51fd\u6570\u8981\u6c42group\u7684\u7c7b\u578b\u4e3afactor<\/span><\/code><code><span class=\"code-snippet_outer\"># \u8f6c\u4e3alasso\u9700\u8981\u7684\u683c\u5f0f<\/span><\/code><code><span class=\"code-snippet_outer\">x <- as.matrix(train[,<span class=\"code-snippet__number\">-1<\/span>])<\/span><\/code><code><span class=\"code-snippet_outer\">(y <- ifelse(train$group == <span class=\"code-snippet__string\">\"NR\"<\/span>, <span class=\"code-snippet__number\">0<\/span>,<span class=\"code-snippet__number\">1<\/span>)) #\u628a\u5206\u7ec4\u4fe1\u606f\u6362\u6210<span class=\"code-snippet__number\">01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">fit = glmnet(x, y, family = <span class=\"code-snippet__string\">\"binomial\"<\/span>, alpha = <span class=\"code-snippet__number\">1<\/span>, lambda = <span class=\"code-snippet__literal\">NULL<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"># \u7ed8\u5236LASSO\u56de\u5f52\u66f2\u7ebf\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">pdf(<span class=\"code-snippet__string\">\"1A_lasso.pdf\"<\/span>, width = <span class=\"code-snippet__number\">30<\/span>, height = <span class=\"code-snippet__number\">15<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">plot(fit, xvar = <span class=\"code-snippet__string\">\"dev\"<\/span>, label = TRUE)<\/span><\/code><code><span class=\"code-snippet_outer\">dev.off()<\/span><\/code><code><span class=\"code-snippet_outer\">#\u7ed8\u5236LASSO\u56de\u5f52<span class=\"code-snippet__number\">10<\/span>\u6298\u4ea4\u53c9\u9a8c\u8bc1\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">cvfit = cv.glmnet(x, y,<\/span><\/code><code><span class=\"code-snippet_outer\">nfold=<span class=\"code-snippet__number\">10<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">family = <span class=\"code-snippet__string\">\"binomial\"<\/span>, type.measure = <span class=\"code-snippet__string\">\"class\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">pdf(<span class=\"code-snippet__string\">\"2cvfit.pdf\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">plot(cvfit)<\/span><\/code><code><span class=\"code-snippet_outer\">dev.off()<\/span><\/code><code><span class=\"code-snippet_outer\">#\u67e5\u770b\u6700\u4f73lambda<\/span><\/code><code><span class=\"code-snippet_outer\">cvfit$lambda.min<\/span><\/code><code><span class=\"code-snippet_outer\"># \u83b7\u53d6LASSO\u9009\u51fa\u6765\u7684\u7279\u5f81<\/span><\/code><code><span class=\"code-snippet_outer\">myCoefs <- coef(cvfit, s=<span class=\"code-snippet__string\">\"lambda.min\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">lasso_fea <- myCoefs@Dimnames[[<span class=\"code-snippet__number\">1<\/span>]][which(myCoefs != <span class=\"code-snippet__number\">0<\/span> )]<\/span><\/code><code><span class=\"code-snippet_outer\">(lasso_fea <- lasso_fea[<span class=\"code-snippet__number\">-1<\/span>])<\/span><\/code><code><span class=\"code-snippet_outer\"># \u628alasso\u627e\u5230\u7684\u7279\u5f81\u4fdd\u5b58\u5230\u6587\u4ef6<\/span><\/code><code><span class=\"code-snippet_outer\">write.csv(lasso_fea,<span class=\"code-snippet__string\">\"3feature_lasso.csv\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">#SVM-REF\u7b97\u6cd5\u8f93\u5165\u6570\u636e<\/span><\/code><code><span class=\"code-snippet_outer\">input <- train<\/span><\/code><code><span class=\"code-snippet_outer\">#\u91c7\u7528\u4e94\u6298\u4ea4\u53c9\u9a8c\u8bc1 (k-fold crossValidation\uff09<\/span><\/code><code><span class=\"code-snippet_outer\">svmRFE(input, k = <span class=\"code-snippet__number\">5<\/span>, halve.above = <span class=\"code-snippet__number\">100<\/span>) #\u5206\u5272\u6570\u636e\uff0c\u5206\u914d\u968f\u673a\u6570<\/span><\/code><code><span class=\"code-snippet_outer\">nfold = <span class=\"code-snippet__number\">5<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">nrows = nrow(input)<\/span><\/code><code><span class=\"code-snippet_outer\">folds = rep(<span class=\"code-snippet__number\">1<\/span>:nfold, len=nrows)[sample(nrows)]<\/span><\/code><code><span class=\"code-snippet_outer\">folds = lapply(<span class=\"code-snippet__number\">1<\/span>:nfold, function(x) which(folds == x))<\/span><\/code><code><span class=\"code-snippet_outer\">results = lapply(folds, svmRFE.wrap, input, k=<span class=\"code-snippet__number\">5<\/span>, halve.above=<span class=\"code-snippet__number\">100<\/span>) #\u7279\u5f81\u9009\u62e9<\/span><\/code><code><span class=\"code-snippet_outer\">top.features = WriteFeatures(results, input, save=F) #\u67e5\u770b\u4e3b\u8981\u53d8\u91cf<\/span><\/code><code><span class=\"code-snippet_outer\">head(top.features)<\/span><\/code><code><span class=\"code-snippet_outer\">#\u628aSVM-REF\u627e\u5230\u7684\u7279\u5f81\u4fdd\u5b58\u5230\u6587\u4ef6<\/span><\/code><code><span class=\"code-snippet_outer\">write.csv(top.features,<span class=\"code-snippet__string\">\"4feature_svm.csv\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"># \u9009\u524d<span class=\"code-snippet__number\">300<\/span>\u4e2a\u53d8\u91cf\u8fdb\u884cSVM\u6a21\u578b\u6784\u5efa\uff0c\u9009\u53d6\u7684\u53d8\u91cf\u8d8a\u591a\uff0c\u8fd0\u884c\u901f\u5ea6\u8d8a\u6162\uff01<\/span><\/code><code><span class=\"code-snippet_outer\">featsweep = lapply(<span class=\"code-snippet__number\">1<\/span>:<span class=\"code-snippet__number\">300<\/span>, FeatSweep.wrap, results, input) #<span class=\"code-snippet__number\">300<\/span>\u4e2a\u53d8\u91cf<\/span><\/code><code><span class=\"code-snippet_outer\"># \u753b\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">no.info = min(prop.table(table(input[,<span class=\"code-snippet__number\">1<\/span>])))<\/span><\/code><code><span class=\"code-snippet_outer\">errors = sapply(featsweep, function(x) ifelse(is.null(x), NA, x$error))<\/span><\/code><code><span class=\"code-snippet_outer\">#\u7ed8\u5236\u57fa\u4e8eSVM-REF\u7b97\u6cd5\u7684\u9519\u8bef\u7387\u66f2\u7ebf\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">pdf(<span class=\"code-snippet__string\">\"5B_svm-error.pdf\"<\/span>,width = <span class=\"code-snippet__number\">5<\/span>,height = <span class=\"code-snippet__number\">5<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">PlotErrors(errors, no.info=no.info) #\u67e5\u770b\u9519\u8bef\u7387<\/span><\/code><code><span class=\"code-snippet_outer\">dev.off()<\/span><\/code><code><span class=\"code-snippet_outer\">#\u7ed8\u5236\u57fa\u4e8eSVM-REF\u7b97\u6cd5\u7684\u6b63\u786e\u7387\u66f2\u7ebf\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">#dev.<span class=\"code-snippet__keyword\">new<\/span>(width=<span class=\"code-snippet__number\">4<\/span>, height=<span class=\"code-snippet__number\">4<\/span>, bg=<span class=\"code-snippet__string\">'white'<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">pdf(<span class=\"code-snippet__string\">\"6B_svm-accuracy.pdf\"<\/span>,width = <span class=\"code-snippet__number\">5<\/span>,height = <span class=\"code-snippet__number\">5<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">Plotaccuracy(<span class=\"code-snippet__number\">1<\/span>-errors,no.info=no.info) #\u67e5\u770b\u51c6\u786e\u7387<\/span><\/code><code><span class=\"code-snippet_outer\">dev.off()<\/span><\/code><code><span class=\"code-snippet_outer\"># \u56fe\u4e2d\u7ea2\u8272\u5706\u5708\u6240\u5728\u7684\u4f4d\u7f6e\uff0c\u5373\u9519\u8bef\u7387\u6700\u4f4e\u70b9<\/span><\/code><code><span class=\"code-snippet_outer\">which.min(errors)<\/span><\/code><code><span class=\"code-snippet_outer\">#\u6bd4\u8f83lasso\u548cSVM-REF\u65b9\u6cd5\u4e00\u627e\u51fa\u7684\u7279\u5f81\u53d8\u91cf\uff0c\u753bVenn\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">(myoverlap <- intersect(lasso_fea, top.features[<span class=\"code-snippet__number\">1<\/span>:which.min(errors), <span class=\"code-snippet__string\">\"FeatureName\"<\/span>])) #\u4ea4\u96c6<\/span><\/code><code><span class=\"code-snippet_outer\">#\u7edf\u8ba1\u4ea4\u53c9\u57fa\u56e0\u6709\u591a\u5c11\u4e2a<\/span><\/code><code><span class=\"code-snippet_outer\">summary(lasso_fea%in%top.features[<span class=\"code-snippet__number\">1<\/span>:which.min(errors), <span class=\"code-snippet__string\">\"FeatureName\"<\/span>])<\/span><\/code><code><span class=\"code-snippet_outer\">#\u7ed8\u5236venn\u56fe<\/span><\/code><code><span class=\"code-snippet_outer\">pdf(<span class=\"code-snippet__string\">\"7C_lasso_SVM_venn.pdf\"<\/span>, width = <span class=\"code-snippet__number\">15<\/span>, height = <span class=\"code-snippet__number\">8<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">grid.newpage()<\/span><\/code><code><span class=\"code-snippet_outer\">venn.plot<-venn.diagram(<span class=\"code-snippet__built_in\">list<\/span>(LASSO=lasso_fea, SVM_RFE=as.character(top.features[<span class=\"code-snippet__number\">1<\/span>:which.min(errors),<span class=\"code-snippet__string\">\"FeatureName\"<\/span>])), <span class=\"code-snippet__literal\">NULL<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">fill = c(<span class=\"code-snippet__string\">\"#E31A1C\"<\/span>,<span class=\"code-snippet__string\">\"#E7B800\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">alpha = c(<span class=\"code-snippet__number\">0.5<\/span>,<span class=\"code-snippet__number\">0.5<\/span>), cex = <span class=\"code-snippet__number\">4<\/span>, cat.fontface=<span class=\"code-snippet__number\">3<\/span>,<\/span><\/code><code><span class=\"code-snippet_outer\">category.names = c(<span class=\"code-snippet__string\">\"LASSO\"<\/span>, <span class=\"code-snippet__string\">\"SVM_RFE\"<\/span>),<\/span><\/code><code><span class=\"code-snippet_outer\">main = <span class=\"code-snippet__string\">\"Overlap\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">grid.draw(venn.plot)<\/span><\/code><code><span class=\"code-snippet_outer\">dev.off()<\/span><\/code><\/pre>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">5.\u7ed3\u679c\u6587\u4ef6<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">1.1A_lasso.pdf<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u56fe\u7247\u4e3aLasso\u56de\u5f52\u56fe\u3002<\/span><br \/><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.5018518518518519\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_6Ps5m2aws1AgNiaNhkFhSypd6LotxA.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEHLuTXTeCibZXBK8G7iahnAKjejh6Ps5m2aws1AgNiaNhkFhSypd6LotxA\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"1080\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">2.2cvfit.pdf<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u56fe\u7247\u4e3a10\u6298\u4ea4\u53c9\u9a8c\u8bc1\u56fe\u3002<\/span><\/p>\n<\/section>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.9677871148459384\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_Z3vXWnN2fibadMSUT9vZ7zUSMOiclg.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/4_Z3vXWnN2fibadMSUT9vZ7zUSMOiclg.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEXbblKwR3CH2Rd2w9glg9XQorMqZ3vXWnN2fibadMSUT9vZ7zUSMOiclg\/640?wx_fmt=jpeg''\" data-type=\"jpeg\" data-w=\"714\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/p>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.9677871148459384\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"714\" style=\"vertical-align: middle;width: 0px;height: auto !important;\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_Z3vXWnN2fibadMSUT9vZ7zUSMOiclg.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/4_Z3vXWnN2fibadMSUT9vZ7zUSMOiclg.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEXbblKwR3CH2Rd2w9glg9XQorMqZ3vXWnN2fibadMSUT9vZ7zUSMOiclg\/640?wx_fmt=jpeg''\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">3.5B_svm-error.pdf<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u56fe\u7247\u4e3a\u57fa\u4e8eSVM-RFE\u7b97\u6cd55\u6298\u4ea4\u53c9\u9a8c\u8bc1\u7684\u9519\u8bef\u7387\u66f2\u7ebf\u56fe\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.9295081967213115\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_hYCRHEroKbXWszFWVPAYDp8oMTpBpQ.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/6_hYCRHEroKbXWszFWVPAYDp8oMTpBpQ.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEKjPowp4XnxXrSMnSxOjYyfW5hYCRHEroKbXWszFWVPAYDp8oMTpBpQ\/640?wx_fmt=jpeg''\" data-type=\"jpeg\" data-w=\"610\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.9295081967213115\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"610\" style=\"vertical-align: middle;width: 0px;height: auto !important;\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_hYCRHEroKbXWszFWVPAYDp8oMTpBpQ.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/6_hYCRHEroKbXWszFWVPAYDp8oMTpBpQ.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEKjPowp4XnxXrSMnSxOjYyfW5hYCRHEroKbXWszFWVPAYDp8oMTpBpQ\/640?wx_fmt=jpeg''\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">4.6B_svm-accuracy.pdf<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u56fe\u7247\u4e3a\u57fa\u4e8eSVM-RFE\u7b97\u6cd55\u6298\u4ea4\u53c9\u9a8c\u8bc1\u7684\u6b63\u786e\u7387\u66f2\u7ebf\u56fe<\/span><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\"><br \/><\/section>\n<section powered-by=\"xiumi.us\">\n<p style=\"text-align: center;\"><em><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.9699499165275459\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_RyD1r4wr8wNHicsGWsk13zia7hIdYw.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEtu5BUr8nGuY7rO5wfPlICdJvysRyD1r4wr8wNHicsGWsk13zia7hIdYw\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"599\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/em><\/p>\n<\/section>\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">5.3feature_lasso.csv<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u662f\u57fa\u4e8eLasso\u7b97\u6cd5\u7ecf\u8fc7\u7279\u5f81\u9009\u62e9\uff0c\u7b5b\u9009\u51fa\u7684\u7279\u5f81\u57fa\u56e0\u3002<\/span><br \/><\/p>\n<section powered-by=\"xiumi.us\">\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.3111111111111111\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_UOMpTuTZpxvsic6mpZd5eUozsoILoQ.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/9_UOMpTuTZpxvsic6mpZd5eUozsoILoQ.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEETt6cJ3jzkJxkWZoAOZOibibAkicUOMpTuTZpxvsic6mpZd5eUozsoILoQ\/640?wx_fmt=jpeg''\" data-type=\"jpeg\" data-w=\"1080\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.3111111111111111\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"1080\" style=\"vertical-align: middle;width: 0px;height: auto !important;\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_UOMpTuTZpxvsic6mpZd5eUozsoILoQ.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/9_UOMpTuTZpxvsic6mpZd5eUozsoILoQ.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneEETt6cJ3jzkJxkWZoAOZOibibAkicUOMpTuTZpxvsic6mpZd5eUozsoILoQ\/640?wx_fmt=jpeg''\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">6.4feature_svm.csv<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u662f\u57fa\u4e8eSVM-REF\u7b97\u6cd5\u7ecf\u8fc7\u7279\u5f81\u9009\u62e9\uff0c\u7b5b\u9009\u51fa\u7684\u7279\u5f81\u57fa\u56e0\uff0cFeatureName\u8868\u793a\u57fa\u56e0\u540d\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.4101851851851852\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/10_NLlYIxvxslib3cr5nIzRARuZHTlnAw.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/11_NLlYIxvxslib3cr5nIzRARuZHTlnAw.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneExAxQScjZeDRt2L1pSpuNjOwNwNLlYIxvxslib3cr5nIzRARuZHTlnAw\/640?wx_fmt=jpeg''\" data-type=\"jpeg\" data-w=\"1080\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.4101851851851852\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"1080\" style=\"vertical-align: middle;width: 0px;height: auto !important;\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/10_NLlYIxvxslib3cr5nIzRARuZHTlnAw.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/11_NLlYIxvxslib3cr5nIzRARuZHTlnAw.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneExAxQScjZeDRt2L1pSpuNjOwNwNLlYIxvxslib3cr5nIzRARuZHTlnAw\/640?wx_fmt=jpeg''\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 16px;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;align-self: flex-end;flex: 0 0 auto;border-style: solid;border-width: 0px 0px 7px;border-bottom-color: rgb(175, 225, 255);min-width: 5%;height: auto;\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;font-size: 20px;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\">7.7C_lasso_SVM_venn.pdf<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: bottom;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: flex-end;\" mpa-from-tpl=\"t\">\n<section style=\"transform: perspective(0px);transform-style: flat;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<section style=\"transform: translate3d(5px, 0px, 0px) rotateX(180deg);\" mpa-from-tpl=\"t\">\n<section style=\"display: inline-block;width: 6px;height: 6px;vertical-align: top;overflow: hidden;border-radius: 460px;background-color: rgb(244, 171, 189);\" mpa-from-tpl=\"t\">\n<section style=\"text-align: justify;\" powered-by=\"xiumi.us\" mpa-from-tpl=\"t\">\n<p><br mpa-from-tpl=\"t\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 14px;text-indent: 2em;\">\u8be5\u7ed3\u679c\u56fe\u7247\u4e3a\u901a\u8fc7LASSO\u56de\u5f52\u548cSVM-REF\u7b97\u6cd5\u8fdb\u884c\u7279\u5f81\u9009\u62e9\uff0c\u6700\u540e\u53d6\u4e24\u79cd\u65b9\u6cd5\u5f97\u5230\u768416\u4e2a\u4ea4\u53c9\u57fa\u56e0\u4f5c\u4e3a\u7279\u5f81\u57fa\u56e0\u7684Venn\u56fe\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.5388888888888889\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/12_rc1zltfZZWCzgguibEUbx7cWxkLE3A.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/13_rc1zltfZZWCzgguibEUbx7cWxkLE3A.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneE9dNv8MbZqcb6n2Eic5pNhAhDJQrc1zltfZZWCzgguibEUbx7cWxkLE3A\/640?wx_fmt=jpeg''\" data-type=\"jpeg\" data-w=\"1080\" style=\"height: auto !important;\" data-recalc-dims=\"1\" \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" data-ratio=\"0.5388888888888889\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"1080\" style=\"vertical-align: middle;width: 0px;height: auto !important;\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/12_rc1zltfZZWCzgguibEUbx7cWxkLE3A.jpg?w=640\" onerror=\"this.src='\u56fe\u7247\/\u751f\u4fe1\u679c_2023-11-10_8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350\/13_rc1zltfZZWCzgguibEUbx7cWxkLE3A.jpg\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAwYDRRKwABjDL7mBMQ4TneE9dNv8MbZqcb6n2Eic5pNhAhDJQrc1zltfZZWCzgguibEUbx7cWxkLE3A\/640?wx_fmt=jpeg''\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p style=\"font-size: 16px;letter-spacing: normal;white-space: normal;caret-color: rgb(0, 0, 0);color: rgb(0, 0, 0);text-align: justify;\"><span style=\"font-size: 14px;text-indent: 2em;text-align: justify;\">\u6700\u7ec8\u5c0f\u679c\u987a\u5229\u5b8c\u6210\u4e86\u5229\u7528 lassso\u56de\u5f52\u548cSVM-REF\u4e24\u79cd\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u4e86\u7279\u5f81\u57fa\u56e0\u7b5b\u9009\uff0c\u5c0f\u4f19\u4f34\u4eec\u591a\u591a\u7406\u89e3\u4ee3\u7801\u7684\u610f\u4e49\u54e6~<\/span><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;letter-spacing: 0.578px;white-space: normal;text-align: left;\">\n<section style=\"font-size: 16px;\">\n<section powered-by=\"xiumi.us\" style=\"margin: 10px;justify-content: flex-start;display: flex;flex-flow: row;\">\n<section style=\"padding-right: 10px;padding-left: 10px;display: inline-block;width: 558px;vertical-align: top;border-style: dashed;border-width: 1px;border-color: rgb(62, 62, 62);align-self: flex-start;flex: 0 0 auto;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;\">\n<section style=\"display: inline-block;width: 536px;border-width: 0px 0px 0px 10px;border-style: solid;border-left-color: rgb(144, 215, 236);border-right-color: rgb(46, 172, 109);box-shadow: rgb(0, 0, 0) 0px 0px 0px;border-bottom-left-radius: 0px;\">\n<section powered-by=\"xiumi.us\" style=\"padding-right: 3px;padding-left: 3px;\">\n<section style=\"margin-top: 0.95em;margin-bottom: -0.65em;display: inline-block;width: 520px;vertical-align: top;\">\n<section style=\"margin-top: -1em;padding: 3px 10px;display: inline-block;vertical-align: top;background-color: rgb(255, 255, 255);color: rgb(0, 154, 68);\">\n<p><strong>\u5f80\u671f\u63a8\u8350<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"text-align: justify;\">\n<section style=\"letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247491794&idx=1&sn=2b7a4de95169c79202e44813885a8250&chksm=cf7f7017f808f9015689839fe4057fd418bf7b20eb1dfb5a28cd92e56a41b5605e62bfbc16fb&scene=21#wechat_redirect\" textvalue=\"1.\u642d\u5efa\u751f\u4fe1\u5206\u6790\u6d41\u6c34\u7ebf\uff0c\u5982\u5de5\u5382\u4e00\u683724\u5c0f\u65f6\u8fd0\u8f6cSnakemake\u2014\u2014\u8fdb\u9636\u547d\u4ee4\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"font-size: 14px;\" rel=\"noopener\">1.\u642d\u5efa\u751f\u4fe1\u5206\u6790\u6d41\u6c34\u7ebf\uff0c\u5982\u5de5\u5382\u4e00\u683724\u5c0f\u65f6\u8fd0\u8f6cSnakemake\u2014\u2014\u8fdb\u9636\u547d\u4ee4<\/a><br \/><\/section>\n<section style=\"letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247491705&idx=1&sn=9ff9b6da28b3a256a99c6697d589be66&chksm=cf7f70bcf808f9aafd1019a0bba3dd3a55e2867dbb9a09203f13c2683adf867094637c405ed1&scene=21#wechat_redirect\" textvalue=\"2.\u6bd4blast\u8fd8\u4f18\u79c0\u7684\u5e8f\u5217\u6bd4\u5bf9\u5de5\u5177\uff1fHMMER\u6765\u4e86\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"font-size: 14px;\" rel=\"noopener\">2.\u6bd4blast\u8fd8\u4f18\u79c0\u7684\u5e8f\u5217\u6bd4\u5bf9\u5de5\u5177\uff1fHMMER\u6765\u4e86<\/a><\/section>\n<section style=\"letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247491909&idx=1&sn=902e34bcf53e605fba2b457ec6a33e36&chksm=cf7f7180f808f8961542f458a49da14e85d8831449fb65fbf2623d55affc564686a5422f56fd&scene=21#wechat_redirect\" textvalue=\"3.\u5bf9\u5355\u7ec6\u80de\u5206\u6790\u6beb\u65e0\u5934\u7eea\uff1f\u8ba9popsicleR\u9886\u4f60\u5165\u95e8\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"font-size: 14px;\" rel=\"noopener\">3.\u5bf9\u5355\u7ec6\u80de\u5206\u6790\u6beb\u65e0\u5934\u7eea\uff1f\u8ba9popsicleR\u9886\u4f60\u5165\u95e8<\/a><\/section>\n<section style=\"letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247491905&idx=1&sn=fb34ebd6282962c7803badaee7a39096&chksm=cf7f7184f808f8929608c0050344ad86193d0fc6455c1c18e16cc17bf4b37832b63d3b18284e&scene=21#wechat_redirect\" textvalue=\"4.\u5c0f\u679c\u5e26\u4f60\u7ed8\u5236ROC\u66f2\u7ebf\u8bc4\u4f30\u751f\u5b58\u9884\u6d4b\u80fd\u529b\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener\"><span style=\"font-size: 14px;\">4.\u5c0f\u679c\u5e26\u4f60\u7ed8\u5236ROC\u66f2\u7ebf\u8bc4\u4f30\u751f\u5b58\u9884\u6d4b\u80fd\u529b<\/span><\/a><\/section>\n<section style=\"letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247493633&idx=1&sn=2263dfe7572c0bcf6816c2c1a37d79de&chksm=cf7f78c4f808f1d2209321d6ace39fde5fa60c0691b56f88eac21916f5a2872ce8ee345f1d5f&scene=21#wechat_redirect\" textvalue=\"\u8f6f\u4ef6\u5305\u5b89\u88c5\u3001\u6253\u602a\u5feb\u53c8\u597d\uff0c1024G\u5b58\u50a8\u7684\u751f\u4fe1\u670d\u52a1\u5668\uff1b\u8fd8\u6709\u6bd4\u8fd9\u66f4\u7701\u94b1\u7684\u561b\uff01\uff01\uff01\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"letter-spacing: 0.578px;font-size: 14px;\" rel=\"noopener\">5.\u8f6f\u4ef6\u5305\u5b89\u88c5\u3001\u6253\u602a\u5feb\u53c8\u597d\uff0c1024G\u5b58\u50a8\u7684\u751f\u4fe1\u670d\u52a1\u5668\uff1b\u8fd8\u6709\u6bd4\u8fd9\u66f4\u7701\u94b1\u7684\u561b\uff01\uff01\uff01<\/a><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section powered-by=\"xiumi.us\">\n<section><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.38981481481481484\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/14_FbEg9fibwQicL8l2ExKOZZTmAHXabQ-4.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAx3HetBkB7aOGibFWKqibqIATyC4zFibzCgdrxFwRep6cDMLIbA0FbEg9fibwQicL8l2ExKOZZTmAHXabQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"font-size: var(--articleFontsize);letter-spacing: 0.034em;caret-color: rgba(0, 0, 0, 0);\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"display: none;\"><mp-style-type data-value=\"3\"><\/mp-style-type><\/p>\n<p><\/content>\n<\/div>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>8+SCI\u751f\u4fe1\u6587\u7ae0\u5e38\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5LASSO,SVM-RFE\u63a8\u8350 \u539f\u521b \u5c0f\u679c […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":""},"categories":[1],"tags":[],"jetpack_featured_media_url":"","_links":{"self":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/54971"}],"collection":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=54971"}],"version-history":[{"count":1,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/54971\/revisions"}],"predecessor-version":[{"id":54981,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/54971\/revisions\/54981"}],"wp:attachment":[{"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=54971"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=54971"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.biocloudservice.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=54971"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}