{"id":38601,"date":"2019-09-19T00:00:13","date_gmt":"2019-09-18T16:00:13","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=38601"},"modified":"2022-01-04T00:57:59","modified_gmt":"2022-01-03T16:57:59","slug":"ai%e5%9c%a8%e7%94%9f%e6%ae%96%e9%86%ab%e5%ad%b8%e7%9a%84%e6%87%89%e7%94%a8","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=38601","title":{"rendered":"AI\u5728\u751f\u6b96\u91ab\u5b78\u7684\u61c9\u7528"},"content":{"rendered":"<div class=\"single-post-media clr\">\n<div class=\"post-thumbnail\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2019\/09\/in-vitro-fertilisation.png\" alt=\"AI\u5728\u751f\u6b96\u91ab\u5b78\u7684\u61c9\u7528\" width=\"448\" height=\"333\" \/><\/div>\n<\/div>\n<div class=\"entry clr\">\n<div class=\"pf-content\">\n<p><strong>\u64b0\u6587\uff0f\u9673\u5101\u7ff0\uff5c\u91ab\u5b78\u9867\u554f\uff0f\u8521\u93a7\u4efb\uff08\u53f0\u5357\u5947\u7f8e\u91ab\u9662\u5167\u79d1\u4f4f\u9662\u91ab\u5e2b\uff09<\/strong><\/p>\n<p><strong>\u5e74\u9f61\u4e4b\u5916\u7684\u5f71\u97ff\u56e0\u5b50<\/strong><\/p>\n<p>\u904e\u53bb\u4eba\u5de5\u53d7\u5b55\u6709\u5c07\u8fd175%\u7684\u6a5f\u7387\u7121\u6cd5\u6d3b\u7522\uff0c\u800c\u81e8\u5e8a\u4e0a\u7684\u6cbb\u7642\u8207\u5c0d\u60a3\u8005\u672a\u4f86\u5065\u5eb7\u72c0\u6cc1\u7684\u8a55\u4f30\uff08\u5373\u9810\u5f8c\uff09\u5247\u4e3b\u8981\u4ee5\u60a3\u8005\u5e74\u9f61\u70ba\u4f9d\u64da\uff08\u4e5f\u5c31\u662f\u6839\u64da\u5e74\u9f61\u5c07\u75c5\u4eba\u5206\u6210\u4e0d\u540c\u985e\u5225\uff0c\u7d66\u4e88\u76f8\u61c9\u7684\u7167\u9867\u8207\u6cbb\u7642\uff09\uff0c\u4f4e\u4f30\uff08\u6216\u5b8c\u5168\u5ffd\u8996\uff09\u5176\u4ed6\u6307\u6a19\u53ef\u80fd\u9020\u6210\u7684\u5f71\u97ff\uff0c\u65bc\u662f\u6fc0\u8d77\u7814\u7a76\u4eba\u54e1\u5f15\u5165\u6a5f\u5668\u5b78\u7fd2\u7684\u52d5\u6a5f\u3002<\/p>\n<p>\u9996\u5148\u6211\u5011\u4f86\u8ac7\u8ac7Banerjee\u7b49\u4eba\u6240\u6536\u96c6\u7684\u6578\u64da\u3002Cycle 1\uff08C1\uff09\u662f\u6307\u75c5\u4eba\u7b2c\u4e00\u6b21\u9032\u884c\u4eba\u5de5\u53d7\u5b55\u7684\u6574\u500b\u9031\u671f\uff0cCycle 2\uff08C2\uff09\u5247\u662f\u75c5\u4eba\u7b2c\u4e8c\u6b21\u9032\u884c\u4eba\u5de5\u53d7\u5b55\u7684\u6574\u500b\u9031\u671f\u3002\u7814\u7a76\u4eba\u54e1\u6536\u96c6\u4e862003\u81f32006\u5e74\u9593\uff0c1,676\u7b46C1\u8cc7\u6599\u8207732\u7b46C2\u8cc7\u6599\u4f5c\u70ba\u8a13\u7df4\u8cc7\u6599\u96c6\uff1b\u53e6\u6536\u96c62007\u81f32008\u5e74\u9593\uff0c634\u7b46C1\u8cc7\u6599\u8207230\u7b46C2\u8cc7\u6599\uff0c\u7528\u4ee5\u9a57\u8b49\u7cfb\u7d71\u7684\u9810\u6e2c\u80fd\u529b\u3002\u7531\u65bc\u80da\u80ce\u7684\u5404\u65b9\u9762\u6578\u64da\u662f\u9810\u6e2c\u6d3b\u7522\u7387\u7684\u95dc\u9375\uff0c\u6240\u4ee5\u5fc5\u9808\u7d93\u904e\u7b2c\u4e00\u6b21\u4eba\u5de5\u53d7\u5b55\uff0c\u65b9\u80fd\u6709\u8f03\u6e96\u78ba\u7684\u9810\u6e2c\u3002\u7814\u7a76\u4eba\u54e1\u5e0c\u671b\u80fd\u4ee5C1\u968e\u6bb5\u7684\u6578\u64da\u4f86\u9810\u6e2c\u5f8c\u671f\uff0c\u751a\u81f3C2\u7684\u6d3b\u7522\u6a5f\u7387\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u54e1\u9078\u7528Generalized Boosted Models \uff08GBM\u00ae\uff09\u9019\u5957\u81ea\u7531\u8edf\u9ad4\u9032\u884c\u8cc7\u6599\u5206\u6790\uff0c\u7be9\u9078\u51fa52\u500b\u8207\u6d3b\u7522\u7387\u76f8\u95dc\u7684\u80da\u80ce\u7279\u5fb5\uff0c\u4f9d\u91cd\u8981\u6027\u6392\u5217\u524d\u5e7e\u540d\u5206\u5225\u662f\uff1a\u56ca\u80da\u767c\u80b2\u7387\uff0826\uff05\uff09\u3001\u65bd\u7528\u4fc3\u6027\u817a\u6fc0\u7d20\u7684\u7e3d\u91cf\uff0810\uff05\uff09\u3001\u516b\u7d30\u80de\u80da\u80ce\u6578\uff089\uff05\uff09\u3001\u80da\u80ce\u51b7\u51cd\u4fdd\u5b58\uff087\uff05\uff09\u3001\u5973\u6027\u60a3\u8005\u5e74\u9f61\uff086\uff05\uff09\u3001\u5b50\u5bae\u5167\u819c\u539a\u5ea6\uff086\uff05\uff09\u4ee5\u53ca\u80da\u80ce\u7e3d\u6578\uff086\uff05\uff09\u3002\u5957\u7528\u5728\u9a57\u8b49\u8cc7\u6599\u96c6\u4e0a\uff082007-2008\u7684\u8cc7\u6599\uff09\uff0c\u9019\u5957\u65b0\u6a21\u578bIVF<sub>BT<\/sub>\u7684\u9810\u6e2c\u80fd\u529b\u660e\u986f\u512a\u65bc\u50b3\u7d71\u4ee5\u5e74\u9f61\u70ba\u4e3b\u7684\u9810\u6e2c\u6a21\u578b\u3002<\/p>\n<p><strong>\u66f4\u597d\u7684\u9810\u6e2c\u6a21\u578b<\/strong><\/p>\n<p>\u63a5\u8457\uff0c\u7814\u7a76\u4eba\u54e1\u60f3\u77e5\u9053\u6839\u64daC1\u7279\u5fb5\u8a13\u7df4\u51fa\u4f86\u7684\u6a21\u578b\uff0c\u662f\u5426\u4e5f\u80fd\u7528\u4f86\u9810\u6e2cC2\u7684\u6d3b\u7522\u7387\uff1f\u7136\u800c\uff0c\u6578\u64da\u7d71\u8a08\u986f\u793aC2\u7684\u6d3b\u7522\u7387\u666e\u904d\u8f03C1\u7684\u6d3b\u7522\u7387\u4f4e\uff0c\u6240\u4ee5\u82e5\u5c07\u6a21\u578b\u76f4\u63a5\u5957\u7528\u65bcC2\u53ef\u80fd\u9ad8\u4f30\u6d3b\u7522\u7387\u3002\u65bc\u662f\uff0c\u7814\u7a76\u4eba\u54e1\u5229\u7528C1\u8207C2\u76f8\u5c0d\u61c9\u7684\u8cc7\u6599\u5efa\u7acb\u7dda\u6027\u6a21\u578b\uff0c\u5c07\u9810\u6e2c\u7d50\u679c\u4ee5\u9019\u500b\u7dda\u6027\u6a21\u578b\u4f5c\u4fee\u6b63\uff0c\u5f97\u5230\u5c08\u5c6c\u65bcC2\u7684\u6d3b\u7522\u7387\u9810\u6e2c\u6a21\u578bIVF<sub>BT\u00a0<\/sub>C2\u3002<\/p>\n<p>\u900f\u904e\u4e0b\u5716ROC\u66f2\u7dda\uff08Receiver Operating Characteristic Curve)\uff0c\u6211\u5011\u53ef\u4ee5\u770b\u5230IVF<sub>BT<\/sub>\uff08\u5de6\u5716\u7da0\u7dda\uff09\u5c0dC1\u6d3b\u7522\u7387\u7684\u9810\u6e2c\uff0c\u4ee5\u53caIVF<sub>BT\u00a0<\/sub>C2\uff08\u53f3\u5716\u7d05\u7dda\uff09\u5c0dC2\u6d3b\u7522\u7387\u7684\u9810\u6e2c\uff0c\u90fd\u6bd4\u50b3\u7d71\u6a21\u578b\uff08\u85cd\u7dda\uff09\u66f4\u5177\u9451\u5225\u5ea6\u3002\u7814\u7a76\u4eba\u54e1\u76f8\u4fe1\uff0c\u9019\u5957\u9817\u5177\u5f48\u6027\u7684\u5efa\u6a21\u65b9\u6cd5\uff0c\u672a\u4f86\u4e5f\u80fd\u62d3\u5c55\u61c9\u7528\u65bc\u5176\u4ed6\u6848\u4f8b\u3002<\/p>\n<div id=\"attachment_82981\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-82981\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2019\/09\/IVF.png\" alt=\"\" width=\"1306\" height=\"553\" \/><\/p>\n<p class=\"wp-caption-text\">(\u5716\u7247\u4f86\u6e90\uff1aP. Banerjee et al., 2010.)<\/p>\n<\/div>\n<p><strong>\u5ef6\u4f38\u95b1\u8b80\uff1a<\/strong><a href=\"http:\/\/highscope.ch.ntu.edu.tw\/wordpress\/?p=80752\">AI\u7684\u8868\u73fe\u597d\u55ce\uff1f\u5341\u7a2e\u5e38\u898b\u7684\u8a55\u4f30\u6307\u6a19<\/a><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u53c3\u8003\u8cc7\u6599<\/strong><\/p>\n<p><strong>P. Banerjee et al., \u201c<a href=\"https:\/\/www.pnas.org\/content\/107\/31\/13570\">Deep phenotyping to predict live birth outcomes in in vitro fertilization<\/a>\u201c,\u00a0<em>Proceedings of the National Academy of Sciences<\/em>, vol. 107, no. 31, pp. 13570-13575, 2010.<\/strong><\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6a5f\u5668\u5b78\u7fd2\u64c5\u9577\u5f9e\u773e\u591a\u7279\u5fb5\u4e2d\uff0c\u5c0b\u627e\u91cd\u8981\u7684\u5f71\u97ff\u56e0\u5b50\uff0c\u4e26\u4ee5\u6b64\u9032\u884c\u5206\u985e\u8207\u8ff4\u6b78\uff0c\u4f8b\u5982\u6536\u96c6\u5404\u7a2e\u81e8\u5e8a\u7279\u5fb5\u8a55\u4f30\u7279\u5b9a\u500b\u9ad4\u662f\u5426\u6709\u7f79\u60a3\u67d0\u75be\u75c5\u7684\u98a8\u96aa\uff0c\u4ea6\u6216\u662f\u75c5\u4eba\u63a5\u53d7\u6cbb\u7642\u5f8c\u5eb7\u5fa9\u7684\u6a5f\u7387\u70ba\u4f55\uff0c\u5354\u52a9\u91ab\u5e2b\u505a\u51fa\u91ab\u7642\u5224\u65b7\u3002Google\u65d7\u4e0b\u7684DeepMind\uff0c\u904e\u53bb\u66fe\u958b\u767c\u51fa\u80fd\u63d0\u524d48\u5c0f\u6642\u9810\u6e2c\u6025\u6027\u814e\u640d\u50b7\u8207\u4f9d\u64da\u91ab\u5b78\u5f71\u50cf\u5224\u65b7\u5e38\u898b\u773c\u75be\u7684AI\u3002\u4f86\u81ea\u53f2\u4e39\u798f\u5927\u5b78Banerjee\u7b49\u4eba\uff0c\u5247\u57282010\u5e74\u5c07\u985e\u4f3cAI\u61c9\u7528\u904b\u7528\u5728\u4eba\u5de5\u53d7\u5b55\u6d3b\u7522\u6a5f\u7387\u7684\u9810\u6e2c\u4e0a\u3002<\/p>\n","protected":false},"author":21,"featured_media":38602,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[503,502,5853,5854,4842],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/01\/in-vitro-fertilisation.png","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38601"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=38601"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38601\/revisions"}],"predecessor-version":[{"id":38603,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38601\/revisions\/38603"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/38602"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38601"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38601"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38601"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}