{"id":13363,"date":"2018-12-03T01:00:00","date_gmt":"2018-12-02T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/4b8c1182b4\/"},"modified":"2018-12-04T14:59:12","modified_gmt":"2018-12-04T06:59:12","slug":"4b8c1182b4","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=13363","title":{"rendered":"Nature \u5b50\u520a\uff1a\u673a\u5668\u5b66\u4e60\u9ad8\u7ef4\u6570\u636e\u5206\u6790\u4e2d\u90a3\u4e9b\u4e00\u5b9a\u53ef\u4ee5\u907f\u5f00\u7684\u5751\uff01"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p style=\"text-align: center\"><img class=\"\" style=\"text-align: center\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma1-1543842009.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<section class=\"mpa-template\">\n<section class=\"\">\n<section><span><strong><span>\u5bfc\u8bed<\/span><\/strong><\/span><\/section>\n<section>\n<section>\n<section>\n<p style=\"clear: both;min-height: 1em\"><span>\u300aNature\u300b11\u670828\u65e5\u63a8\u51fa\u7684\u4e00\u7bc7<span class=\"ql-author-10904246\">comments<\/span>\u6587\u7ae0\u6307\u51fa\u4e86\u4f7f\u7528\u9ad8\u7ef4\u6570\u636e\u7684\u673a\u5668\u5b66\u4e60\u4e2d\u5e38\u89c1\u7684\u201c\u5751\u201d\uff0c\u4ee5\u53ca\u907f\u514d\u65b9\u6cd5\uff0c\u4ece\u800c\u5e2e\u52a9\u8be5\u9886\u57df\u7684\u5c0f\u767d\u80fd\u591f\u5ba2\u89c2\u7684\u8bc4\u4ef7\u4ed6\u4eec\u7ed3\u679c\u662f\u5426\u9760\u8c31\u3002\u65b9\u6cd5\u8bba\u7684\u6587\u7ae0\u4f1a\u8bfb\u8d77\u6765\u8f83\u67af\u71e5\uff0c\u56e0\u6b64\u672c\u6587\u5c1d\u8bd5\u4f7f\u7528\u5bf9\u8bdd\u4f53\u6765\u89e3\u8bfb\u539f\u6587\u76843\u4e2a\u4e3b\u8981\u95ee\u9898\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<blockquote>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<h1 class=\"tighten-line-height small-space-below\" style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>Avoiding common pitfalls in machine learning omic data science<\/span><\/h1>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u8bba\u6587\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>https:\/\/www.nature.com\/articles\/s41563-018-0241-z<\/span><\/p>\n<\/blockquote>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u7531\u4e8e\u548c\u751f\u7269\u6709\u5173\u7684<a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488566&amp;idx=1&amp;sn=5be07345c82c154d0bb69e8266d8c4bd&amp;chksm=e8944ebbdfe3c7ad3da3d3759f83f7d95d89fb0bd417e8c7c9a68ce0897d1503c0a445cd2582&amp;scene=21#wechat_redirect\" target=\"_blank\">\u7ec4\u5b66\u6570\u636e<\/a><span style=\"font-size: 15px\">\u90fd\u662f\u5178\u578b\u7684\u9ad8\u7ef4\u6570\u636e<\/span>\uff0c\u4f8b\u5982\u86cb\u767d\u7ec4\uff0c\u8102\u8d28\u7ec4\uff0c\u8f6c\u5f55\u7ec4\uff08RNA\uff09\uff0c\u57fa\u56e0\u7ec4\uff08DNA\uff09\u7b49\uff0c\u5728\u8fd9\u4e2a<a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247493647&amp;idx=1&amp;sn=4d75f9734f1562bd0d849a45261f2845&amp;chksm=e897b282dfe03b942747ba35bc95b0bf7a1299066f747e86388443e5a8f05fd221a6c37389ab&amp;scene=21#wechat_redirect\" target=\"_blank\">\u4eba\u5de5\u667a\u80fd\u548c\u533b\u7597\u7ed3\u5408<\/a>\u6108\u53d1\u6df1\u5165\u7684\u5e74\u4ee3\uff0c<\/span><span>\u57fa\u4e8e\u9ad8\u7ef4\u6570\u636e\u7684\u9884\u6d4b\u6a21\u578b\u5c06\u4f1a\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\u3002<\/span><span style=\"font-size: 15px\">\u56e0\u6b64<span style=\"font-size: 15px\">\u5bf9\u4e8e\u76f8\u5173\u4ece\u4e1a\u8005\uff0c\u6df1\u5165<\/span>\u4e86\u89e3\u5176\u4e2d\u7684\u65b9\u6cd5\u8bba\u6108\u52a0\u4e0d\u53ef\u6216\u7f3a\u3002\u53e6\u5916\uff0c\u9ad8\u7ef4\u6570\u636e\u4e0d\u6b62\u51fa\u73b0\u5728\u751f\u7269\u76f8\u5173\u7684\u7ec4\u5b66\u6570\u636e\u4e2d\uff0c\u5728\u6750\u6599\uff0c\u6c14\u8c61\u7b49\u9886\u57df\u4e5f\u4f1a\u6709\u7c7b\u4f3c\u7684\u6570\u636e\u96c6\uff0c\u6545\u8fd9\u7bc7\u201c\u907f\u5751\u6307\u5357\u201d\u4e0d\u4ec5\u4ec5\u9002\u7528\u4e8e\u4e0e\u751f\u7269\u76f8\u5173\u7684\u6570\u636e\u6316\u6398\u4e2d\u3002<\/span><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u8fc7\u62df\u5408\u4e0e\u7ef4\u5ea6\u707e\u96be<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"color:#7b0c00\"><span style=\"font-size: 15px\"><strong>\u6587\u7ae0\u80cc\u666f<\/strong><\/span><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span><\/span><\/strong><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\u4e1c\u4e1c\uff1a<\/span><\/strong><span style=\"font-size: 15px\">\u6211\u5148\u6765\u8bb2\u4e00\u4e0b\u8fd9\u7bc7\u6587\u7ae0\uff0c\u6709\u4e0d\u5bf9\u7684\u5730\u65b9\u8bf7\u745e\u745e\u6307\u51fa\u3002\u8fd9\u7bc7\u6587\u7ae0\u9996\u5148\u6307\u51fa\u4e86<\/span><span>\u8fc7\u62df\u5408\u548c\u7eac\u5ea6\u8bc5\u5492<\/span><span style=\"font-size: 15px\">\u95ee\u9898\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u6253\u65ad\u4e00\u4e0b\uff0c\u5728\u8bb2\u89e3\u6587\u732e\u65f6\uff0c\u8981\u5148\u8bf4\u8fd9\u7bc7\u6587\u732e\u7684\u80cc\u666f\uff0c\u5c31\u62ff\u591a\u7ec4\u5b66\u6570\u636e\u6765\u8bf4\uff0c\u6211\u4eec\u8981\u89e3\u51b3\u7684\u95ee\u9898\u662f\u4ec0\u4e48\uff0c\u8fd9\u4e9b\u95ee\u9898\u4e3a\u5565\u4e4b\u524d\u6ca1\u6709\u51fa\u73b0\uff1f<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u4e1c\u4e1c\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u4e3a\u4e86\u641e\u6e05\u695a\u90a3\u4e9b\u56e0\u7d20\u5f71\u54cd\u6211\u4eec\u7684\u8eab\u4f53\u5065\u5eb7\uff0c\u4eba\u4eec\u5bf9\u81ea\u8eab\u4ece\u591a\u4e2a\u89d2\u5ea6\u8fdb\u884c\u4e86\u89c2\u6d4b\u3002\u968f\u7740\u6d4b\u5e8f\u6210\u672c\u7684\u964d\u4f4e\uff0c\u4ece\u57fa\u56e0\u5230\u8f6c\u5f55\u51faRNA\u518d\u5230\u5408\u6210\u86cb\u767d\u8d28\uff0c\u79ef\u7d2f\u4e86\u8d8a\u6765\u8d8a\u591a\u7684\u6570\u636e\u3002\u5173\u4e8e\u4e00\u4e2a\u4eba\u7684\u6570\u636e\u9879\uff0c\u6ca1\u6709\u767e\u4e07\u4e5f\u6709\u6570\u5341\u4e07\uff0c\u8fd9\u5176\u4e2d\u7684\u6bcf\u4e00\u9879\u6570\u636e\uff0c\u53ef\u4ee5\u770b\u6210\u6570\u636e\u96c6\u7684\u4e00\u4e2a\u7ef4\u5ea6\u3002\u800c\u6211\u4eec\u5173\u5fc3\u7684\u662f<\/span><span>\u8fd9\u4e9b\u5206\u5b50\u5c42\u9762\u7684\u6570\u636e\u5982\u4f55\u4e0e\u5b8f\u89c2\u7684\u8868\u578b\u901a\u8fc7\u7edf\u8ba1\u6a21\u578b\u5173\u8054\u8d77\u6765<\/span><span style=\"font-size: 15px\"><span style=\"font-size: 15px\">\uff0c<\/span>\u4f8b\u5982\u8840\u538b\uff0c\u8840\u7cd6\uff0c\u5c3f\u9178\u7b49\u6570\u636e\u53d8\u5316\u4e0e\u4eba\u4f53\u7684\u5065\u5eb7\u72b6\u51b5\u7684\u8054\u7cfb\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\u907f\u514d\u8fc7\u62df\u5408<\/span><\/strong><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u90a3\u5728\u4f60\u521a\u624d\u8bb2\u7684\u6545\u4e8b\u4e2d\uff0c<\/span><span>\u8fc7\u62df\u5408<\/span><span style=\"font-size: 15px\">\u610f\u5473\u7740\u4ec0\u4e48\uff1f<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u4e1c\u4e1c\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u8fc7\u62df\u5408\u6307\u7684\u662f\u5c06\u8868\u578b\u4e4b\u95f4\u672c\u6765\u662f\u968f\u673a\u7684\u53d8\u5316\u9519\u89c6\u4e3a\u7edf\u8ba1\u663e\u8457\u7684\u5173\u8054\uff0c\u9519\u8bef\u5730\u548c\u67d0\u4e00\u4e2a\u7ef4\u5ea6\u5efa\u7acb\u4e86\u8054\u7cfb\uff0c\u5373\u5047\u9633\u6027\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u90a3\u53ef\u4ee5\u901a\u8fc7\u6539\u53d8P\u503c\u7684\u9884\u8bbe\u8303\u56f4\u6765\u89e3\u51b3\u554a\uff0c\u6bd4\u5982\u4e4b\u524d\u90fd\u8bf4P\u503c\u5c0f\u4e8e0.05\u5c31\u662f\u7edf\u8ba1\u663e\u8457\u4e86\uff0c\u73b0\u5728\u5c06P\u503c\u53d8\u62100.01\u5c31\u597d\u4e86\uff0c\u8fd9\u6837\u95ee\u9898\u4e0d\u5c31\u89e3\u51b3\u4e86\uff1f<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u4e1c\u4e1c\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u8fd9\u6837\u662f\u4e0d\u884c\u7684\uff0c\u56e0\u4e3a\u5047\u8bbe\u6709\u4e00\u767e\u4e07\u7ef4\u7684\u6570\u636e\uff0c\u5982\u679c\u5355\u72ec\u6765\u770b\uff0c\u90a3\u4e48\u5c31\u9700\u8981\u5224\u5b9a\u4e00\u767e\u4e07\u6b21\u662f\u5426\u7edf\u8ba1\u76f8\u5173\uff0c\u800c\u6bcf\u6b21\u72ec\u7acb\u7684\u5224\u5b9a\u5047\u8bbe\u67095%\u7684\u51e0\u7387\u5c06\u968f\u673a\u7684\u8bef\u5dee\u5f53\u6210\u662f\u76f8\u5173\u6027\u7684\u4fe1\u53f7\uff0c<\/span><span>\u90a3\u4e00\u767e\u4e07\u6b21\u7684\u5224\u5b9a\uff0c\u4e0d\u77e5\u4f1a\u5bfc\u81f4\u591a\u5c11\u6b21\u5047\u9633\u6027\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u56e0\u6b64\u9700\u8981\u5c06P\u503c\u7684\u663e\u8457\u6027\u5224\u5b9a\u503c\u8fdb\u884c\u6821\u6b63\uff0c\u6700\u4e25\u683c\u7684\u5c31\u662f<\/span><span>\u75280.05\u9664\u4ee5\u6570\u636e\u7684\u7ef4\u5ea6<\/span><span style=\"font-size: 15px\">\u3002\u4f46\u662f\u7531\u4e8e\u4e0d\u540c\u6570\u636e\u95f4\u672c\u8eab\u5177\u6709\u76f8\u5173\u6027\uff0c\u5f88\u591a\u7ef4\u5ea6\u53cd\u6620\u4e86\u8eab\u4f53\u76f8\u540c\u7684\u8c03\u63a7\u673a\u5236\uff0c\u6240\u4ee5\u7b80\u5355\u5730\u9664\u4ee5\u6570\u636e\u672c\u8eab\u7684\u7ef4\u5ea6\uff0c\u4e5f\u4f1a\u5e26\u6765\u5047\u9634\u6027\u7684\u95ee\u9898\u3002\u800c\u4e14\u8fd9\u4e9b\u7ef4\u5ea6\u4e4b\u95f4\u662f\u6709\u76f8\u4e92\u5f71\u54cd\u7684\u3002\u8fd9\u4e24\u9879\u539f\u56e0\uff0c\u4f7f\u5f97\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5\u9010\u6e10\u6d41\u884c\u8d77\u6765\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u662f\u7684\uff0c\u6700\u8fd1\u6709\u6587\u732e\u6307\u51fa\uff0c\u5728<\/span><span>\u5df2\u53d1\u8868\u7684\u795e\u7ecf\u79d1\u5b66\u7c7b\u8bba\u6587\u4e2d\uff0c\u6709<\/span><span>50%<\/span><span>\u7684\u6587\u7ae0\u7edf\u8ba1\u5b66\u65b9\u6cd5\u6709\u758f\u6f0f[2]<\/span><span style=\"font-size: 15px\">\uff0c\u5728\u5176\u4ed6\u7684\u5206\u5b50\u751f\u7269\u5b66\u9886\u57df\u4e5f\u662f\u7c7b\u4f3c\u7684\uff0c\u6bd5\u7adf\u8be5\u9886\u57df\u7684\u6570\u636e\u66b4\u589e\u662f\u6700\u8fd1\u5341\u5e74\u95f4\u624d\u53d1\u751f\u7684\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\u9ad8\u7ef4\u5ea6\u4f4e\u6837\u672c\u6570\u636e\u7684\u7ef4\u5ea6\u8bc5\u5492<\/span><\/strong><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\uff08<\/span><\/strong><strong><span>The curse of dimensionality<\/span><\/strong><strong><span>\uff09<\/span><\/strong><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span>\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u5f88\u591a\u4eba\u4e0d\u4e86\u89e3\u4f60\u4e4b\u524d\u8bf4\u7684<\/span><span>\u7ef4\u5ea6\u8bc5\u5492<\/span><span style=\"font-size: 15px\">\u6307\u7684\u662f\u4ec0\u4e48\uff1f\u5bf9\u5e94\u4e8e\u90a3\u79cd\u7c7b\u578b\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\uff1f<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\"><\/span><\/strong><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u4e1c\u4e1c\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u5c5e\u4e8e<\/span><span>\u6709\u76d1\u7763\u5b66\u4e60<\/span><span style=\"font-size: 15px\">\u3002\u4e0b\u56fe\u4ee3\u8868\u6211\u4eec\u7684\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u6709n\u4e2asample\uff0c\u6bd4\u5982\u6709500\u4e2a\uff0c\u4f46\u662f\u6bcf\u4e2a\u4eba\u7684\u57fa\u56e0\u6570\u636e\uff0c\u5374\u53ef\u80fd\u6709\u51e0\u4e07\u7684\u7ef4\u5ea6\uff0c\u5373p&gt;&gt;n\uff0c\u6700\u4e0a\u9762\u7684\u8868\u578b\u662f\u4e0d\u540c\u989c\u8272\u4ee3\u8868\u5206\u7c7b\u7684\u6807\u7b7e\uff0c\u6bd4\u5982\u662f\u5426\u60a3\u67d0\u79cd\u75be\u75c5\u3002\u4f46\u8fd9\u91cc\u7684\u57fa\u56e0\u6570\u636e\u662f\u968f\u673a\u751f\u6210\u7684\u9ad8\u65af\u566a\u97f3\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">     <\/span><\/p>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma2-1543842009.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">   <\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u4f46\u662f\u5f53\u4f7f\u7528SVM\u5206\u7c7b\u5668\uff0c\u5c06\u539f\u59cb\u6295\u5f71\u5728\u4e09\u7ef4\u5e73\u9762\u4e0a\u65f6\uff0c\u5374\u53ef\u4ee5\u51e0\u4e4e\u5b8c\u7f8e\u5730\u5206\u5f00\uff0c\u8fd9\u5c31\u662f\u9ad8\u7ef4\u5ea6\u4f4e\u6837\u672c\u6570\u636e\u7684\u7ef4\u5ea6\u8bc5\u5492\uff08The curse of dimensionality\uff09\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\u5f15\u5165\u60e9\u7f5a\u9879\u7684\u5e38\u89c4\u6b65\u9aa4<\/span><\/strong><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u673a\u5668\u5b66\u4e60\u4e2d\u9762\u5bf9\u8fc7\u62df\u5408\u7684\u5e38\u89c1\u65b9\u6cd5\uff0c\u662f\u5f15\u5165\u60e9\u7f5a\u9879\uff0c\u5982\u679c\u6a21\u578b\u8d8a\u6765\u8d8a\u590d\u6742\uff0c\u5c31\u5728\u8981\u4f18\u5316\u7684\u635f\u5931\u51fd\u6570\u4e2d\u52a0\u4e0a\u5bf9\u5e94\u7684\u60e9\u7f5a\uff0c\u8fd9\u6837\u662f\u4e0d\u662f\u5c31\u80fd\u591f\u89e3\u51b3\u95ee\u9898\u4e86\uff1f<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u4e1c\u4e1c\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u60e9\u7f5a\u9879\u4e5f\u6709\u5f88\u591a\u79cd\u7c7b\uff0c\u8be5\u52a0\u90a3\u4e00\u7c7b\u60e9\u7f5a\u9879\u8fd9\u4e2a\u95ee\u9898\u4e5f\u9700\u8981\u901a\u8fc7\u6570\u636e\u624d\u80fd\u56de\u7b54\u3002<\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle\">\n<li>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5728\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u6709\u8db3\u591f\u591a\u7684\u6837\u672c\uff0c\u80fd\u591f\u5c06\u6837\u672c\u5206\u6210\u4e09\u90e8\u5206\uff0c\u4e00\u4e2a\u8bad\u7ec3\u96c6\uff0c\u4e00\u4e2a\u6d4b\u8bd5\u96c6\uff0c\u8fd8\u6709\u4e00\u4e2a\u6570\u636e\u96c6\u7528\u6765\u786e\u5b9a\u6a21\u578b\u7684\u590d\u6742\u5ea6\uff0c\u8fd9\u4e09\u4e2a\u96c6\u5408\u662f\u5b8c\u5168\u9694\u79bb\u7684\uff1b<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5148\u5728\u8bad\u7ec3\u96c6\u4e0a\u4f7f\u7528\u4e0d\u540c\u7684\u65b9\u6cd5\u548c\u60e9\u7f5a\u9879\u7684\u7ec4\u5408\u8bad\u7ec3\u4e00\u7ec4\u6a21\u578b\u53ca\u8fdb\u884c\u7279\u5f81\u9009\u62e9\uff08\u9009\u51fa\u54ea\u4e9b\u6570\u636e\u9879\u5bf9\u9884\u6d4b\u4efb\u52a1\u66f4\u6709\u6548\uff09\uff1b<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u4e4b\u540e\u5728\u6a59\u8272\u7684\u6a21\u578b\u9009\u62e9\u96c6\u5408\u4e0a\u9009\u62e9\u4e00\u4e2a\u6700\u4f18\u6a21\u578b\uff0c\u5373\u56fe\u4e2d\u66f2\u7ebf\u7684\u6700\u4f4e\u70b9\uff1b<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u6700\u540e\u5728\u6d4b\u8bd5\u96c6\u5408\u4e0a\u5224\u5b9a\u51c6\u786e\u6027\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">     <\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma9-1543842010.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">   <\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u5c31\u50cf\u5728\u4e0b\u56fe\u4e2d\uff0c\u5148\u5728\u6d4b\u8bd5\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u4e86\u591a\u4e2a\u6a21\u578b\uff0c\u4e4b\u540e\u5728\u6a59\u8272\u7684\u7b2c\u4e09\u5e45\u56fe\u4e2d\u786e\u5b9a\u4e09\u6b21\u9879\u7684\u6a21\u578b\u662f\u6700\u597d\u7684\u3002\u6700\u540e\u518d\u53bb\u6d4b\u8bd5\u6570\u636e\u96c6\u4e0a\u770b\u6a21\u578b\u7684\u6cdb\u5316\u8bef\u5dee\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">     <\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma9-1543842010-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\">\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><strong><span>\u975e\u7406\u60f3\u60c5\u51b5\u4e0b\u7684\u6570\u636e\u96c6\u5206\u7c7b\uff1a\u4ea4\u53c9\u9a8c\u8bc1<\/span><\/strong><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">  <\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u53ef\u662f\u771f\u5b9e\u60c5\u51b5\u4e0b\uff0c\u7ec4\u5b66\u7684\u6570\u636e\u5f80\u5f80\u672c\u8eab\u5c31\u4e0d\u4f1a\u6709\u90a3\u4e48\u591a\u6837\u672c\uff0c\u4e0d\u540c\u6807\u7b7e\u95f4\u7684\u6bd4\u4f8b\u4e5f\u4e0d\u4e00\u5b9a\u5747\u4e00\uff0c\u6240\u4ee5\u4e0d\u80fd\u50cf\u7406\u60f3\u4e2d\u90a3\u6837\u5c06\u6570\u636e\u96c6\u5206\u6210\u4e09\u7c7b\u3002\u90a3\u5b9e\u9645\u662f\u600e\u6837\u505a\u7684\uff1f<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u4e1c\u4e1c\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u7c7b\u4f3c\u4e0b\u56fe\u7684<\/span><span>\u4ea4\u53c9\u9a8c\u8bc1<\/span><span style=\"font-size: 15px\">\uff0c\u5c06\u6570\u636e\u5206\u4e3aN\u4efd\uff0c\u6bcf\u6b21\u62ff\u5176\u4e2d\u4e00\u4efd\u505a\u6d4b\u8bd5\u96c6\uff0c\u5269\u4e0b\u7684\u505a\u8bad\u7ec3\u96c6\u3002\u4e4b\u540e\u5c06\u6bcf\u6b21\u5b9e\u9a8c\u9a8c\u8bc1\u96c6\u7684\u8bef\u5dee\u6c47\u603b\u6216\u53d6\u5e73\u5747\u503c\uff0c\u5f53\u505a\u6a21\u578b\u7684\u6cdb\u5316\u8bef\u5dee\u3002\u7531\u4e8e\u6bcf\u4e00\u4efd\u6570\u636e\u5728\u90fd\u6709\u673a\u4f1a\u88ab\u7528\u505a\u4e86\u9a8c\u8bc1\u96c6\uff0c\u56e0\u6b64\u5bf9\u6a21\u578b\u6cdb\u5316\u8bef\u5dee\u7684\u4f30\u8ba1\u662f\u65e0\u504f\u7684\u3002\u800c\u6a21\u578b\u9009\u62e9\u7684\u8fc7\u7a0b\u5219\u662f\u901a\u8fc7\u5728\u4e0d\u540c\u6a21\u578b\u4e0a\u8fdb\u884c\u4ea4\u53c9\u9a8c\u8bc1\u5b8c\u6210\u7684\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">     <\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma9-1543842010-2.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">   <\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u662f\u7684\uff0c\u6781\u7aef\u60c5\u51b5\u4e0b\uff0cn\u662f\u6570\u636e\u96c6\u7684\u6837\u672c\u4e2a\u6570\uff08leave-one-out CV \uff09\uff0c\u5373\u53ea\u62ff\u51fa\u4e00\u4e2a\u6837\u672c\u6765\uff0c\u5269\u4e0b\u7684\u90fd\u7528\u6765\u505a\u8bad\u7ec3\u96c6\uff0c\u4ece\u800c\u4fdd\u8bc1\u6a21\u578b\u6709\u8db3\u591f\u7684\u6837\u672c\u91cf\u3002\u90a3\u5728\u505a\u4ea4\u53c9\u9a8c\u8bc1\u7684\u65f6\u5019\uff0c\u9700\u8981\u6ce8\u610f\u4ec0\u4e48\u4e86\uff1f<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u4e1c\u4e1c<\/span><\/strong><span style=\"font-size: 15px\">\uff1a<\/span><\/span><span style=\"font-size: 15px\">\u4ea4\u53c9\u9a8c\u8bc1\u7684\u76ee\u7684\u662f\u4e3a\u4e86\u907f\u514d\u8bad\u7ec3\u51fa\u7684\u6a21\u578b\u8fc7\u62df\u5408\uff0c\u56e0\u6b64\u53ef\u4ee5\u8bad\u7ec3\u4e00\u7ec4\u6a21\u578b\uff0c\u4e4b\u540e\u5c06\u8fd9\u4e9b\u6a21\u578b\u7ed9\u4e88\u4e0d\u540c\u6570\u636e\u7ef4\u5ea6\u7684\u6743\u91cd\u8fdb\u884c\u5e73\u5747\u53ca\u6392\u5e8f\uff0c\u4ece\u4e2d\u6839\u636e\u6a21\u578b\u590d\u6742\u5ea6\u7684\u60e9\u7f5a\u9879\u6765\u9009\u51fa\u591a\u5c11\u9879\u5bf9\u9884\u6d4b\u7ed3\u679c\u5f71\u54cd\u6700\u5927\u7684\u7279\u5f81\u3002\u6216\u8005\u901a\u8fc7\u9009\u62e9\u4e0d\u540c\u6570\u91cf\u7684\u6a21\u578b\uff0c\u786e\u5b9a\u4e00\u4e2a\u6700\u4f18\u7684\u60e9\u7f5a\u9879\uff0c\u4e4b\u540e\u518d\u7528\u5168\u90e8\u7684\u6570\u636e\u6765\u8bad\u7ec3\u8fd9\u4e2a\u52a0\u4e0a\u4e86\u9884\u4f30\u7684\u6700\u4f18\u60e9\u7f5a\u9879\u7684\u6a21\u578b[3,4,5]\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u5982\u679c\u5df2\u7ecf\u8fdb\u884c\u4e86\u7279\u5f81\u9009\u62e9\uff0c\u6bd4\u5982\u9009\u51fa\u4e86\u6211\u4eec\u5173\u6ce8\u7684\u8868\u578b\u548c\u8fd9\u51e0\u767e\u4e2a\u57fa\u56e0\u6700\u76f8\u5173\uff0c\u90a3\u5728\u505a\u4ea4\u53c9\u9a8c\u8bc1\u7684\u65f6\u5019\u9700\u8981\u6ce8\u610f\u4ec0\u4e48\uff1f<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span style=\"font-size: 15px\">\u4e1c\u4e1c\uff1a<\/span><\/strong><span style=\"font-size: 15px\">\u8981\u5728\u5168\u90e8\u7684\u6570\u636e\u9879\u4e0a\u8fdb\u884c\u4ea4\u53c9\u9a8c\u8bc1\u3002\u4f7f\u7528\u964d\u7ef4\u540e\u7684\u6570\u636e\u4ee5\u53ca\u53cd\u590d\u7684\u7279\u5f81\u9009\u62e9\uff0c\u4f1a\u5e26\u6765\u504f\u5dee\u9879\u7684\u63d0\u9ad8\u3002\u56e0\u6b64\u8981\u533a\u5206CV\u7528\u6765\u5224\u5b9a\u6574\u4e2a\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u7684\u4ea4\u53c9\u9a8c\u8bc1\u5916\u5c42\u5faa\u73af\u4ee5\u53ca\u7528\u6765\u5bf9\u5177\u4f53\u8fd9\u4e2a\u6a21\u578b\u53c2\u6570\u8c03\u4f18\u7684\u5185\u90e8\u5faa\u73af\uff0c\u4ece\u800c\u5c06\u6a21\u578b\u9009\u62e9\u548c\u6a21\u578b\u4f18\u5316\u5206\u79bb\uff0c\u4ece\u800c\u907f\u514d\u8fc7\u62df\u5408\u3002<\/span><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u672a\u77e5\u7684\u6df7\u6dc6\u56e0\u7d20<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u6570\u636e\u7ef4\u5ea6\u4e0d\u8db3\u6709\u4ec0\u4e48\u4e0d\u826f\u540e\u679c\uff1f<\/span><\/strong><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\"><\/span><\/strong><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u6570\u636e\u91cf\u4e0d\u8db3\u4e4b\u5916\uff0c\u751f\u7269\u76f8\u5173\u7684\u6570\u636e\u8fd8\u53d7\u5236\u4e8e\u6570\u636e\u672c\u8eab\u7684\u7ef4\u5ea6\u4e0d\u8db3\u7684\u5f71\u54cd\uff0c\u6bd4\u5982\u4f60\u6536\u96c6\u7684\u6570\u636e\u4e0d\u5305\u62ec\u751f\u6d3b\u4e60\u60ef\uff0c\u6216\u8005\u505a\u5b9e\u9a8c\u65f6\u7528\u5230\u7684\u8bd5\u5242\u7684\u6279\u6b21\u7b49\uff0c\u4f46\u8fd9\u5374\u4f1a\u5bf9\u8fd9\u4e2a\u4eba\u662f\u5426\u60a3\u75c5\u6709\u663e\u8457\u7684\u5f71\u54cd\uff0c\u6216\u5f71\u54cd\u6570\u636e\u672c\u8eab\u7684\u5206\u5e03\u3002\u8fd9\u79cd\u60c5\u51b5\u5177\u4f53\u662f\u600e\u6837\u7684\uff1f<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\u4e1c\u4e1c\uff1a<\/span><\/strong><span style=\"font-size: 15px\">\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u672c\u6765\u7684\u6570\u636e\u96c6\u4e2d\u4e00\u4e2a\u6ca1\u6709\u88ab\u8bb0\u5f55\u4e0b\u7684\u7279\u5f81\uff0c\u5c06\u5176\u79f0\u4e3aX\uff0c\u5982\u56fe\u4e2d\u7070\u8272\u548c\u9ed1\u8272\u7684\u90a3\u4e00\u5217\uff0c\u800c\u5728\u5bf9\u5e94\u7684\u8868\u578b\u4e0a\uff0c\u8fd9\u4e2aX\u53d8\u91cf\u5e76\u4e0d\u662f\u5747\u5300\u5206\u5e03\u7684\uff0c\u8fd9\u5bfc\u81f4\u5728\u4ea4\u53c9\u9a8c\u8bc1\u65f6\uff0c\u4e0d\u8bba\u5728\u6d4b\u8bd5\u96c6\u8fd8\u662f\u9a8c\u8bc1\u96c6\u4e0a\uff0c\u9ed1\u8272\u5bf9\u5e94\u7684\u54ea\u4e00\u5217\u7528\u8089\u773c\u5c31\u80fd\u770b\u51fa\u5176\u5f88\u7279\u6b8a\uff0c\u8fd9\u5bfc\u81f4\u6a21\u578b\u5b66\u5230\u7684<\/span><span>\u5176\u5b9e\u4e0d\u662f\u5224\u5b9a\u4e00\u4e2a\u6837\u672c\u662f\u7ea2\u8272\u8fd8\u662f\u84dd\u8272\u8fd9\u4e2a\u9884\u8bbe\u7684\u76ee\u6807\uff0c\u53cd\u800c\u201c\u5077\u61d2\u201d\u53bb\u5224\u5b9a\u6837\u672c\u662f\u7070\u8272\u8fd8\u662f\u9ed1\u8272<\/span><span style=\"font-size: 15px\">\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u8fd9\u5bfc\u81f4\u7684\u7ed3\u679c\u662f\u4e0d\u7ba1\u8bad\u7ec3\u96c6\u672c\u8eab\u7684\u4ea4\u53c9\u9a8c\u8bc1\u8fd8\u662f\u6d4b\u8bd5\u96c6\uff0c\u5176\u7ed3\u679c\u90fd\u4e0d\u5dee\uff0c\u4f46\u5230\u4e86\u5b8c\u5168\u4e0d\u540c\u7684\u4e00\u4efd\u72ec\u7acb\u6570\u636e\u96c6\u4e0a\uff0c\u6a21\u578b\u7684\u8868\u73b0\u5c31\u5dee\u5f97\u548c\u968f\u673a\u4e71\u731c\u5dee\u4e0d\u591a\u4e86\u3002\u89c1\u53f3\u4e0b\u65b9\u7684ROC\u66f2\u7ebf\uff0cROC \u63a5\u8fd10.5\uff0c\u5c31\u610f\u5473\u7740\u6a21\u578b\u5b8c\u5168\u6ca1\u6709\u9884\u6d4b\u6548\u529b\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">     <\/span><\/p>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma5-1543842011.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">    <\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u56e0\u6b64\u5f53\u524d\u5224\u5b9a\u4e00\u4e2a\u6a21\u578b\u662f\u5426\u9760\u8c31\u7684\u91d1\u6807\u51c6\uff0c\u90fd\u662f\u5c06\u4f60\u6a21\u578b\u5728\u5176\u4ed6\u5b9e\u9a8c\u5ba4\u4f7f\u7528\u76f8\u540c\u7684\u5b9e\u9a8c\u65b9\u6cd5\u5bf9\u76f8\u8fd1\u6216\u76f8\u540c\u6837\u672c\u89c2\u6d4b\u5f97\u51fa\u7684\u72ec\u7acb\u6570\u636e\u96c6\u4e0a\u8dd1\u4e00\u4e0b\u3002<\/span><span>\u901a\u8fc7\u4e00\u4e2a\u72ec\u7acb\u7684\u9a8c\u8bc1\u96c6\uff0c\u80fd\u591f\u770b\u5230\u6a21\u578b\u672c\u8eab\u662f\u4e0d\u662f\u53d7\u5230\u672a\u77e5\u7684\u5e72\u6270\u56e0\u7d20\u7684\u5f71\u54cd<\/span><span style=\"font-size: 15px\">\u3002\u90a3\u5982\u679c\u53d1\u73b0\u4e86\u6709\u672a\u77e5\u56e0\u7d20\u7684\u5f71\u54cd\uff0c\u53c8\u5e94\u8be5\u600e\u4e48\u529e\u5462\uff1f<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\">\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\u5bf9\u4e8e\u672a\u77e5\u6df7\u6dc6\u56e0\u7d20<\/span><\/strong><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\">\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\u4e1c\u4e1c\uff1a<\/span><\/strong><span style=\"font-size: 15px\">\u6709\u4e9b\u597d\u6392\u9664\uff0c\u4f8b\u5982\u4eba\u79cd\uff0c\u5e74\u9f84\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u53ef\u4ee5\u901a\u8fc7\u7edf\u8ba1\u4e0a\u7684\u6821\u6b63\u89e3\u51b3\uff0c\u5bf9\u4e8e\u5e74\u9f84\uff0c\u7531\u4e8e\u5e74\u8001\u5bf9\u8eab\u4f53\u7684\u5f71\u54cd\u4e0d\u4e00\u5b9a\u662f\u7ebf\u6027\u800c\u53ef\u80fd\u662f\u6307\u6570\u7684\uff0c\u56e0\u6b64\u8fd8\u4f1a\u5c06\u5e74\u9f84\u7684\u5e73\u65b9\u9879\u548c\u7acb\u65b9\u9879\u4f5c\u4e3a\u63a7\u5236\u56e0\u7d20[6]\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u4f46\u66f4\u591a\u7684\u6df7\u5408\u56e0\u7d20\u5219\u662f\u672a\u77e5\u7684\uff0c\u4f8b\u5982\u90a3\u4e00\u5929\u505a\u7684\u5b9e\u9a8c\uff0c\u7528\u7684\u90a3\u4e00\u53f0\u673a\u5668\u7b49\u3002\u867d\u7136\u76ee\u524d\u5df2\u6709\u76f8\u5173\u7684\u7edf\u8ba1\u65b9\u6cd5\u6765\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u90fd\u5047\u8bbe\u672a\u77e5\u7684\u56e0\u7d20\u6ee1\u8db3\u76f8\u5e94\u7684\u5206\u5e03\uff0c\u4f46\u73b0\u5b9e\u4e2d\u5374\u5f80\u5f80\u4e0d\u662f\u8fd9\u6837\u7684\uff0c\u8fd9\u5bfc\u81f4\u5373\u4f7f\u6821\u6b63\u540e\u4e5f\u6709\u6b8b\u4f59\u7684\u672a\u77e5\u56e0\u7d20\u5f71\u54cd\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u5f53\u4f60\u7684\u6a21\u578b\u5728\u72ec\u7acb\u6570\u636e\u96c6\u4e0a\u65e0\u6cd5\u91cd\u590d\u597d\u7ed3\u679c\u7684\u65f6\u5019\uff0c\u4e5f\u4e0d\u5e94\u8be5\u5f53\u6210\u662f\u4f60\u7684\u6a21\u578b\u7684\u672b\u65e5\u5ba1\u5224\uff0c\u800c\u5e94\u8be5\u53bb\u627e\u53ef\u80fd\u7684\u539f\u56e0\u548c\u89e3\u91ca\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\">\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\u4e1c\u4e1c\uff1a<\/span><\/strong><span style=\"font-size: 15px\">\u6bd4\u5982\u7528\u4e8e\u9a8c\u8bc1\u7684\u72ec\u7acb\u6570\u636e\u6d4b\u91cf\u7684\u6570\u636e\u9879\u4e0d\u5982\u539f\u59cb\u7684\u7528\u4e8e\u4ea4\u53c9\u9a8c\u8bc1\u7684\u6570\u636e\u9879\u4e30\u5bcc\uff0c\u6216\u8005\u7528\u6765\u9a8c\u8bc1\u7684\u6570\u636e\u6765\u81ea\u4e00\u4e2a\u4e0d\u540c\u7684\u4eba\u79cd\uff0c\u4ece\u800c\u4f7f\u5f97\u4f60\u7684\u6a21\u578b\u4e0d\u9002\u7528\u3002\u5c24\u5176\u5728\u533b\u7597\u9886\u57df\uff0c\u4e3a\u4e86\u4fdd\u62a4\u9690\u79c1\u53ca\u4f26\u7406\u8981\u6c42\uff0c\u5e76\u4e0d\u662f\u6240\u6709\u7684\u6570\u636e\u90fd\u662f\u516c\u5f00\u7684\u3002\u8fd9\u4f7f\u5f97\u8bc4\u4ef7\u7528\u4e8e\u9a8c\u8bc1\u7684\u72ec\u7acb\u6570\u636e\u96c6\u662f\u5426\u6070\u5f53\u53d8\u5f97\u5f88\u56f0\u96be\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u8fd9\u4e2a\u95ee\u9898\u5bf9\u4e8e\u90a3\u4e9b\u65b9\u6cd5\u7c7b\u7684\u201c\u8650\u524d\u4efb\u201d\u578b\u521b\u65b0\u5c24\u5176\u4e25\u91cd\u3002\u5f88\u591a\u6587\u7ae0\u5ba3\u79f0\u81ea\u5df1\u901a\u8fc7\u6574\u5408\u5f88\u591a\u7ec4\u5b66\u6570\u636e\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u6bd4\u4e4b\u524d\u6240\u6709\u6a21\u578b\u66f4\u51c6\u786e\u7684\u9884\u6d4b\u6a21\u578b\u3002\u4f46\u7531\u4e8e\u6709\u6b8b\u7559\u7684\u672a\u77e5\u56e0\u7d20\uff0c\u5f53\u4f60\u5f15\u5165\u65b0\u7684\u6570\u636e\u9879\u7684\u65f6\u5019\uff0c\u6a21\u578b\u4e0d\u505a\u6539\u8fdb\uff0c\u5c31\u6709\u53ef\u80fd\u6548\u679c\u6bd4\u524d\u4eba\u7684\u597d\uff0c\u8fd9\u5e76\u4e0d\u4ee3\u8868\u7740\u4f60\u505a\u51fa\u4e86\u65b9\u6cd5\u5b66\u4e0a\u7684\u6539\u8fdb\u4e0e\u521b\u65b0\u3002\u56e0\u6b64\u73b0\u5728\u4e25\u8c28\u7684\u505a\u6cd5\u662f<\/span><span>\u5982\u679c\u4f60\u8981\u8bc1\u660e\u4f60\u7684\u65b9\u6cd5\u6709\u6240\u957f\u8fdb\uff0c\u81f3\u5c11\u9700\u8981\u5728\u4e94\u5230\u516d\u4efd\u7684\u72ec\u7acb\u6570\u636e\u96c6\u4e0a\u5c55\u793a\u4f60\u7684\u65b9\u6cd5\u6bd4\u524d\u4eba\u7684\u6709\u663e\u8457\u63d0\u5347\u3002<\/span><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u975e\u76d1\u7763\u5b66\u4e60\u4e2d\u4e5f\u6709\u8fc7\u62df\u5408<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u5728\u975e\u76d1\u7763\u5b66\u4e60\u4e2d\uff0c\u4f1a\u4e0d\u4f1a\u4e5f\u51fa\u73b0\u8fc7\u62df\u5408\u7684\u73b0\u8c61\u5462\uff1f<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\u4e1c\u4e1c\uff1a<\/span><\/strong><span style=\"font-size: 15px\">\u6709\u53ef\u80fd\u51fa\u73b0\uff0c\u4f8b\u5982\u5728\u5bf9\u7279\u5f81\u8fdb\u884c\u805a\u7c7b\u65f6\uff0c\u5373\u4f7f\u6bcf\u4e00\u4e2a\u6570\u636e\u9879\u90fd\u548c\u5f85\u7814\u7a76\u7684\u8868\u578b\u7edf\u8ba1\u76f8\u5173\u6027\u5e76\u4e0d\u663e\u8457\uff0c\u4f46\u5b83\u4eec\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u5374\u4f1a\u4f7f\u5b83\u4eec\u805a\u5728\u4e00\u8d77\uff0c\u4ece\u800c\u5bfc\u81f4\u6570\u636e\u9879\u805a\u6210\u7c07\uff0c\u4f46\u8fd9\u6837\u7684\u7ed3\u679c\u5374\u4e0d\u80fd\u7528\u4e8e\u6307\u5bfc\u7279\u5f81\u9009\u62e9\uff0c\u5426\u5219\u5c31\u4f1a\u5bfc\u81f4\u8fc7\u62df\u5408\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u975e\u76d1\u7763\u5b66\u4e60\u7684\u53e6\u4e00\u4e2a\u5e38\u89c1\u5e94\u7528\u662f\u6570\u636e\u964d\u7ef4\uff0c\u8fd9\u4e2d\u95f4\u4f1a\u4e0d\u4f1a\u4e5f\u5bfc\u81f4\u8fc7\u62df\u5408\u4e86\uff1f<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span style=\"font-size: 15px\">\u4e1c\u4e1c\uff1a<\/span><\/strong><span style=\"font-size: 15px\">\u8fd9\u7bc7\u8bba\u6587\u4e2d\u4e3e\u51fa\u4e86\u4e00\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\uff0c\u5982\u4e0b\u56fe\u3002\u56fe\u4e2d\u7684\u7ea2\u8272\u548c\u7eff\u8272\u662f\u4e24\u4e2a\u6837\u672c\u5728\u4e0d\u540c\u57fa\u56e0\u533a\u57df\u4e0a\u7684\u5bf9\u5e94\u7279\u5f81\uff0c\u7ea2\u8272\u7684\u662f\u6709\u75c5\u7684\uff0c\u7eff\u8272\u7684\u662f\u6ca1\u75c5\u7684\u3002\u5728\u56fea\u4e2d\uff0c\u4f7f\u7528\u6570\u636e\u7684\u5747\u503c\u4f5c\u4e3a\u964d\u7ef4\u540e\u7684\u7279\u5f81\uff0c\u4f1a\u5bfc\u81f4\u5bf9\u6570\u636e\u5206\u7c7b\u65f6\u6548\u679c\u53d8\u5dee\uff0c\u4f46\u4f7f\u7528\u6570\u636e\u7684\u65b9\u5dee\u5219\u4e0d\u4f1a\u3002\u800c\u5728b\u56fe\u4e2d\uff0c\u7531\u4e8e\u6570\u636e\u672c\u8eab\u7684\u5206\u5e03\u4e0d\u540c\uff0c\u5bfc\u81f4\u76f8\u53cd\u7684\u7ed3\u679c\uff0c\u4f7f\u7528\u65b9\u5dee\u4f1a\u5bfc\u81f4\u5206\u7c7b\u65f6\u6548\u679c\u53d8\u5dee\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">     <\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma6-1543842011.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">  <\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u745e\u745e\uff1a<\/span><\/strong><\/span><span style=\"font-size: 15px\">\u867d\u7136\u53d6\u65b9\u5dee\u548c\u53d6\u5747\u503c\u4e0d\u662f\u73b0\u5b9e\u4e2d\u7528\u5230\u7684\u6570\u636e\u964d\u7ef4\u7684\u65b9\u5f0f\uff0c\u4f46\u4e0a\u9762\u7684\u4f8b\u5b50\u5c55\u793a\u4e86\u5982\u679c\u53ea\u6839\u636e\u5c11\u91cf\u6570\u636e\u9009\u62e9\u7684\u964d\u7ef4\u6a21\u578b\u4e0d\u9002\u5408\u65b0\u7684\u6570\u636e\uff0c\u5373\u5bfc\u81f4\u8fc7\u62df\u5408\u3002\u8fd9\u65b9\u9762\u6709\u4e00\u4e2a\u5de5\u5177\u53ef\u4ee5\u7528\u6765\u8bc4\u4f30\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5b66\u4e60\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">     <\/span><\/p>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma0-1543842011.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\u8be5\u65b9\u6cd5\u501f\u9274\u4e86\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u7528\u6765\u5224\u5b9a\u975e\u76d1\u7763\u6a21\u578b\u662f\u5426\u8fc7\u62df\u5408\u3002<\/span><\/strong><\/p>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\">\n<blockquote>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>MOVIE: Multi-Omics VIsualization of Estimated contributions<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u8bba\u6587\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>https:\/\/www.biorxiv.org\/content\/early\/2018\/07\/29\/379115<\/span><\/p>\n<\/blockquote>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">    <\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u4f8b\u5982\u4e0b\u9762\u7684\u56fe\u7247\u4e2d\uff0c\u54ea\u4e00\u4e2a\u8fc7\u62df\u5408\u4e86\uff1f<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">  <\/span><\/p>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><img class=\"\" style=\"width: 87%;height: auto !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma1-1543842012.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\"> <\/span><span style=\"font-size: 15px\"><\/span><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u5c0f\u7ed3<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\">\u8fd9\u7bc7\u6587\u7ae0\u603b\u7ed3\u4e86\u9ad8\u7ef4\u6570\u636e\u7684\u4e09\u4e2a\u5e38\u89c1\u95ee\u9898\uff0c\u4e00\u662f\u6ca1\u6709\u7528\u597d\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u5bfc\u81f4\u9884\u6d4b\u6a21\u578b\u8fc7\u62df\u5408\u3002\u4e8c\u662f\u5ffd\u7565\u4e86\u672a\u77e5\u7684\u5e72\u6270\u56e0\u7d20\uff0c\u5bfc\u81f4\u6a21\u578b\u5728\u72ec\u7acb\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u7cdf\u7cd5\uff0c\u4e09\u662f\u5728\u975e\u76d1\u7763\u5b66\u4e60\u4e2d\u5ffd\u7565\u4e86\u8fc7\u62df\u5408\uff0c\u5bfc\u81f4\u7279\u5f81\u9009\u62e9\u65f6\u4e22\u5931\u5173\u952e\u4fe1\u606f\uff0c\u4ece\u800c\u5f71\u54cd\u9884\u6d4b\u6a21\u578b\u7684\u6548\u679c\u3002\u9488\u5bf9\u8fd9\u4e09\u4e2a\u95ee\u9898\uff0c\u4f5c\u8005\u7ed9\u51fa\u4e86\u5f53\u524d\u884c\u4e1a\u5185\u5171\u8bc6\u7684\u5e38\u89c1\u89e3\u51b3\u5efa\u8bae\uff0c\u867d\u7136\u8fd9\u4e9b\u95ee\u9898\u90fd\u6ca1\u6709\u5b8c\u5168\u89e3\u51b3\uff0c\u4f46\u907f\u514d\u524d\u4eba\u8e29\u8fc7\u7684\u5751\uff0c\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px\"><strong><span>\u53c2\u8003\u6587\u732e<\/span><\/strong><\/p>\n<ol class=\"list-paddingleft-2\" style=\"list-style-type: decimal\">\n<li>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.5em\"><span>Nieuwenhuis, S., Forstmann, B. U. &amp; Wagenmakers, E. J. Nat. Neurosci. 14, 1105\u20131107 (2011)<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.5em\"><span>Simon, R., Radmacher, M. D., Dobbin, K. &amp; McShane, L. M. J. Natl Cancer Inst. 95, 14\u201318 (2003)<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.5em\"><span>Varma, S. &amp; Simon, R. BMC Bioinform. 7, 91 (2006).<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.5em\"><span>Teschendorf, A. E. et al. Genome Biol. 7, R101 (2006)<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.5em\"><span>https:\/\/permalinks.23andme.com\/pdf\/23-12_predictivemodel_methodology_02oct2015.pdf<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<\/li>\n<\/ol>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma3-1543842012.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\">\n<blockquote>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u4f5c\u8005\uff1a\u90ed\u745e\u4e1c<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u7f16\u8f91\uff1a\u738b\u6021\u853a<\/span><\/p>\n<\/blockquote>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u63a8\u8350\u9605\u8bfb<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><span style=\"letter-spacing: 2px;text-decoration: underline\"><strong><span style=\"letter-spacing: 2px;text-decoration: underline;font-size: 14px\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247490693&amp;idx=1&amp;sn=171c4800ce8d7eb72e7b7e24d4fc6806&amp;chksm=e8944608dfe3cf1eed89347b3227a7125887ab97132a31a22bc89b63844a0065da69de7e09de&amp;scene=21#wechat_redirect\" target=\"_blank\">\u4ece\u62d3\u6251\u6570\u636e\u5206\u6790\u5230\u538b\u7f29\u611f\u77e5<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><span style=\"letter-spacing: 2px;text-decoration: underline\"><strong><span style=\"text-decoration: underline;letter-spacing: 2px;font-size: 14px\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488037&amp;idx=1&amp;sn=802627d033d5f724930938eff55df8f6&amp;chksm=e89448a8dfe3c1be6babd37a031f8b265052a13bce6cfea294008d1980a01711ab5d29711670&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5982\u4f55\u6355\u6349<strong style=\"letter-spacing: 2px;text-align: center\"><span style=\"text-decoration: underline;font-size: 14px\"><\/span><\/strong><\/a><strong style=\"letter-spacing: 2px;text-align: center\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488037&amp;idx=1&amp;sn=802627d033d5f724930938eff55df8f6&amp;chksm=e89448a8dfe3c1be6babd37a031f8b265052a13bce6cfea294008d1980a01711ab5d29711670&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5173\u7cfb\u6570\u636e\u7ed3\u6784\uff1f<\/a><\/strong><\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><span style=\"letter-spacing: 2px;text-decoration: underline\"><strong><span style=\"text-decoration: underline;letter-spacing: 2px;font-size: 14px\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247490249&amp;idx=1&amp;sn=8f494f8da307913910f51523ea218482&amp;chksm=e8944044dfe3c952c975ebfa26c36c827bb20d957ec693a928c929bf9dcfe1855cf8aa631adf&amp;scene=21#wechat_redirect\" target=\"_blank\">\u6df7\u4e71\u4e2d\u7684\u79e9\u5e8f | Kolmogorov\u590d\u6742\u5ea6<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><span style=\"letter-spacing: 2px;text-decoration: underline\"><strong><span style=\"text-decoration: underline;letter-spacing: 2px;font-size: 14px\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247491991&amp;idx=1&amp;sn=b866da720abca815123eb2d6024b6cde&amp;chksm=e897bb1adfe0320ca533cb6bca860148a61d538fd77122117001a830163b2f4399db3eaaea70&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5927\u6570\u636e\u77e5\u9053\u4f60\u66f4\u60f3\u548c\u8c01\u7ea6\u4f1a<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487778&amp;idx=1&amp;sn=c2e77ec93213c4c63f57a777ff10e368&amp;chksm=e8944bafdfe3c2b9d66544dafe7403159473e8c94fd3bc513f5300c353bcec49c0c0b69797af&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;letter-spacing: 2px;text-decoration: underline\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/span><\/strong><\/span><\/a><\/p>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u63a8\u8350\u8bfe\u7a0b<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center\"><img class=\"\" style=\"width: 558px;height: 253px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma4-1543842012.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<section class=\"mpa-template\">\n<p><span>PC\u89c2\u770b\u5730\u5740\uff1a<\/span><\/p>\n<p><span>https:\/\/campus.swarma.org\/gpac=10406<\/span><\/p>\n<section class=\"mpa-template\">\n<p style=\"clear: both;min-height: 1em\">\n<hr \/>\n<div class=\"post-image\"><img class=\"__bg_gif\" width=\"100%\" style=\"letter-spacing: 0.5px;height: auto !important;width: 64px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma8-1543842013.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<p style=\"clear: both;min-height: 1em\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center\">\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px\">\n<section>\n<p><strong><span>\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/p>\n<p><strong><span>\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<\/span><\/strong><\/p>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;font-size: 16px;line-height: 1.75em\"><strong><strong><span><span>\u25c6<\/span><span>\u25c6<\/span><span>\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p><span><strong><span style=\"font-size: 14px\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\"><\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section>\n<div class=\"post-image\"><img class=\"\" width=\"auto\" style=\"height: auto !important;width: auto !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma8-1543842013.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<\/section>\n<p style=\"clear: both;min-height: 1em\"><span style=\"font-size: 14px\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<blockquote class=\"keep-source\">\n<p>\u539f\u6587\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff08                         \u96c6\u667a\u4ff1\u4e50\u90e8                      \uff09\uff1a<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?timestamp=1543842005&amp;src=3&amp;ver=1&amp;signature=Egb4IZxdAo1TLTkJMCsFmZmvytsm8uQ3qoJTxKfhwqzjio-jMqJK-pOHB*-*lMadHgTSO0yFSxVF2Dt5PoPQtapHOlF5f49kvq9z4foIeJ7bAxetqhF7OVCimJE7iMIpdAzEGnTtJ0T6FwSFxNRZUtbc9RhU0t8QdbCEnwKcXhY=\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed \u300aNature\u300b11\u670828\u65e5\u63a8\u51fa\u7684\u4e00\u7bc7comments\u6587\u7ae0\u6307\u51fa\u4e86\u4f7f\u7528\u9ad8\u7ef4\u6570\u636e\u7684\u673a\u5668\u5b66\u4e60\u4e2d\u5e38\u89c1\u7684\u201c\u5751\u201d\uff0c\u4ee5\u53ca\u907f\u514d\u65b9\u6cd5\uff0c\u4ece\u800c\u5e2e\u52a9\u8be5\u9886\u57df\u7684\u5c0f\u767d\u80fd\u591f\u5ba2\u89c2\u7684\u8bc4\u4ef7\u4ed6\u4eec\u7ed3\u679c\u662f\u5426\u9760\u8c31\u3002\u65b9\u6cd5\u8bba\u7684\u6587\u7ae0\u4f1a\u8bfb\u8d77\u6765\u8f83\u67af\u71e5\uff0c\u56e0\u6b64\u672c\u6587\u5c1d\u8bd5\u4f7f\u7528\u5bf9\u8bdd\u4f53\u6765\u89e3\u8bfb\u539f\u6587\u76843\u4e2a\u4e3b\u8981\u95ee\u9898\u3002 \u8bba\u6587\u9898\u76ee\uff1a Avoiding common pi&#8230;<\/p>\n","protected":false},"author":1,"featured_media":13365,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[19],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/13363"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=13363"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/13363\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/13365"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=13363"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=13363"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=13363"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=13363"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}