{"id":46760,"date":"2023-11-24T20:40:13","date_gmt":"2023-11-24T12:40:13","guid":{"rendered":"https:\/\/swarma.org\/?p=46760"},"modified":"2023-11-24T20:40:13","modified_gmt":"2023-11-24T12:40:13","slug":"nat-mach-intell-%e9%80%9f%e9%80%92%ef%bc%9a%e5%a4%8d%e6%9d%82%e9%a2%84%e6%b5%8b%e7%9a%84%e6%8b%93%e6%89%91%e7%bb%93%e6%9e%84","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=46760","title":{"rendered":"Nat. Mach. Intell. \u901f\u9012\uff1a\u590d\u6742\u9884\u6d4b\u7684\u62d3\u6251\u7ed3\u6784"},"content":{"rendered":"
\n
\n
\n
\n

<\/p>\n


<\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/p>\n

\u5173\u952e\u8bcd\uff1a\u590d\u6742\u9884\u6d4b\u6a21\u578b\uff0c\u6df1\u5ea6\u5b66\u4e60\uff0c\u62d3\u6251\u6570\u636e\u5206\u6790\uff0c\u56fe\u5b66\u4e60<\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/p>\n


<\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/p>\n

<\/p>\n<\/section>\n<\/section>\n<\/section>\n

\n


<\/p>\n<\/section>\n


<\/section>\n
<\/div>\n
\n
\n
\n
\n
\u8bba\u6587\u9898\u76ee\uff1a<\/span>Topological structure of complex predictions<\/span><\/section>\n
\u671f\u520a\u6765\u6e90\uff1a<\/span>Nature Machine Intelligence<\/em><\/section>\n
\u8bba\u6587\u5730\u5740\uff1a<\/span><\/section>\n
https:\/\/www.nature.com\/articles\/s42256-023-00749-8<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n
\u200d<\/span>
<\/section>\n

\u76ee\u524d\u7684\u590d\u6742\u9884\u6d4b\u6a21\u578b\u662f\u901a\u8fc7\u5c06\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u3001\u56fe\u5377\u79ef\u7f51\u7edc\u6216\u4f20\u611f\u5668\u62df\u5408\u5230\u4e00\u7ec4\u8bad\u7ec3\u6570\u636e\u4e2d\u5f97\u51fa\u3002\u8fd9\u4e9b\u6a21\u578b\u9762\u4e34\u7684\u4e00\u4e2a\u5173\u952e\u6311\u6218\u662f\u5b83\u4eec\u9ad8\u5ea6\u53c2\u6570\u5316\uff0c\u8fd9\u4f7f\u5f97\u63cf\u8ff0\u548c\u89e3\u91ca\u9884\u6d4b\u7b56\u7565\u53d8\u5f97\u56f0\u96be\u3002\u8fd9\u9879\u7814\u7a76\u4f7f\u7528\u62d3\u6251\u6570\u636e\u5206\u6790\uff08topological data analysis\uff09\uff0c\u5c06\u8fd9\u4e9b\u590d\u6742\u7684\u9884\u6d4b\u6a21\u578b\u8f6c\u5316\u4e3a\u9884\u6d4b\u666f\u89c2\u7684\u7b80\u5316\u62d3\u6251\u89c6\u56fe\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u62d3\u6251\u6570\u636e\u5206\u6790\uff08TDA\uff09\u64c5\u957f\u63d0\u53d6\u8868\u5f81\u4e0d\u53d8\u4fe1\u606f \uff0c\u56e0\u4e3a\u5b83\u65e8\u5728\u4e0d\u964d\u4f4e\u7ef4\u5ea6\u7684\u60c5\u51b5\u4e0b\u7b80\u5316\u6570\u636e\u5728\u73af\u5883\u7a7a\u95f4\u4e2d\u7684\u5f62\u72b6\u3002\u5bf9\u4e8e\u590d\u6742\u9884\u6d4b\u6a21\u578b\uff08\u5982\u6df1\u5ea6\u5b66\u4e60\uff09\uff0c\u62d3\u6251\u6570\u636e\u5206\u6790\u4ecd\u5904\u4e8e\u8d77\u6b65\u9636\u6bb5 \u3002\u73b0\u6709\u7814\u7a76\u4e3b\u8981\u5173\u6ce8\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a\u8bc4\u4f30\u7f51\u7edc\u6743\u91cd\u7684\u62d3\u6251\u7279\u6027\u3001\u8bc4\u4f30\u7f51\u7edc\u4f7f\u7528\u7684\u7279\u5f81\u7684\u62d3\u6251\u7ed3\u6784\u3001\u4f7f\u7528\u62d3\u6251\u4e00\u81f4\u7684\u7b97\u5b50\u521d\u59cb\u5316\u7f51\u7edc\u6743\u91cd\uff0c\u4ee5\u53ca\u5c06\u62d3\u6251\u7279\u5f81\u6dfb\u52a0\u5230\u9884\u6d4b\u4e2d\u3002\u8be5\u65b9\u6cd5\u65e8\u5728\u8bc4\u4f30\u795e\u7ecf\u7f51\u7edc\u5d4c\u5165\u7684\u62d3\u6251\u7ed3\u6784\u3001\u6570\u636e\u7684\u8868\u793a\u4ee5\u53ca\u5b83\u4eec\u4e0e\u9884\u6d4b\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u3002\u7ed3\u679c\u662f\u4e00\u5f20\u9884\u6d4b\u5730\u56fe\u53ef\u4ee5\u6bd4 tSNE \u548c UMAP \u7b49\u964d\u7ef4\u65b9\u6cd5\u66f4\u5177\u4f53\u5730\u68c0\u67e5\u6a21\u578b\u7ed3\u679c\u3002\u8fd9\u4e9b\u65b9\u6cd5\u9002\u7528\u4e8e\u4e0d\u540c\u9886\u57df\u7684\u5927\u578b\u6570\u636e\u96c6\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u7814\u7a76\u4e2d\u5c55\u793a\u4e86\u4e00\u4e2a\u57fa\u4e8e transformer \u6a21\u578b\u7684\u6848\u4f8b\u7814\u7a76\uff0c\u65e8\u5728\u9884\u6d4b\u6210\u5343\u4e0a\u4e07\u4e2a\u57fa\u56e0\u7ec4\u8f68\u8ff9\u4e2d\u4e00\u6bb5 DNA \u7684\u8868\u8fbe\u6c34\u5e73\u3002\u5f53\u8be5\u6a21\u578b\u7528\u4e8e\u7814\u7a76 BRCA1 \u57fa\u56e0\u7684\u7a81\u53d8\u65f6\uff0c\u62d3\u6251\u5206\u6790\u663e\u793a\u5b83\u5bf9\u7a81\u53d8\u7684\u4f4d\u7f6e\u548c BRCA1 \u7684\u5916\u663e\u5b50\u7ed3\u6784\u975e\u5e38\u654f\u611f\uff0c\u8fd9\u662f\u57fa\u4e8e\u964d\u7ef4\u5de5\u5177\u65e0\u6cd5\u627e\u5230\u7684\u3002\u6b64\u5916\uff0c\u62d3\u6251\u6846\u67b6\u63d0\u4f9b\u4e86\u591a\u79cd\u68c0\u67e5\u7ed3\u679c\u7684\u65b9\u5f0f\uff0c\u5305\u62ec\u6bd4\u6a21\u578b\u4e0d\u786e\u5b9a\u6027\u66f4\u51c6\u786e\u7684\u8bef\u5dee\u4f30\u8ba1\u3002\u8fdb\u4e00\u6b65\u7684\u7814\u7a76\u8868\u660e\uff0c\u8fd9\u4e9b\u601d\u60f3\u5728\u57fa\u4e8e\u56fe\u7684\u5b66\u4e60\u548c\u56fe\u50cf\u5206\u7c7b\u4e2d\u4ea7\u751f\u4e86\u6709\u7528\u7684\u7ed3\u679c\u3002<\/span><\/p>\n


<\/span><\/p>\n

<\/section>\n

\u56fe1. \u7814\u7a76\u4e2d\u8bbe\u8ba1\u4e86\u4e00\u79cd\u9012\u5f52\u7684\u5206\u5272\u548c\u5408\u5e76\u8fc7\u7a0b\uff0c\u79f0\u4e3a\u57fa\u4e8e\u56fe\u7684\u62d3\u6251\u6570\u636e\u5206\u6790\uff08graph-based topological data analysis\uff0cGTDA\uff09\u4ee5\u7b80\u5316\u6570\u636e\u3002<\/span><\/p>\n


<\/span><\/p>\n

<\/p>\n

\u56fe2. \u5c06 GTDA \u5e94\u7528\u4e8e Enformer \u6a21\u578b\uff0c\u4ee5\u7814\u7a76\u6709\u5bb3\u57fa\u56e0\u53d8\u5f02\u3002<\/span><\/p>\n

<\/span><\/section>\n

<\/section>\n
\n

<\/span><\/section>\n
\u7f16\u8bd1\uff5c\u6881\u91d1<\/span><\/section>\n
\n
\n
\n
\n

\u4eba\u5de5\u667a\u80fd\u4e0e\u6570\u5b66\u8bfb\u4e66\u4f1a\u542f\u52a8<\/strong>
<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/section>\n
<\/span><\/a><\/span><\/section>\n

\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/p>\n

\u4eba\u5de5\u667a\u80fd\u4e0e\u6570\u5b66\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1aAI for Math\uff0cMath for AI<\/a><\/span>
<\/span><\/p>\n

\n


<\/p>\n<\/section>\n

\n

\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n<\/section>\n

\u200d<\/span>1. <\/strong>\u5f53\u673a\u5668\u5b66\u4e60\u9047\u89c1\u62d3\u6251\uff1a\u62d3\u6251\u6570\u636e\u5206\u6790\u4e0e\u62d3\u6251\u6df1\u5ea6\u5b66\u4e60<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
<\/strong><\/section>\n
2. <\/strong>\u6570\u5b66\u63a2\u7d22\u7684\u672a\u6765\uff1a\u4eceAI\u5f15\u5bfc\u4eba\u7c7b\u76f4\u89c9\u5230\u6570\u5b66\u5927\u8bed\u8a00\u6a21\u578b<\/a><\/strong><\/span><\/section>\n
3.<\/strong> \u51e0\u4f55\u6df1\u5ea6\u5b66\u4e60\uff1a\u8ba9\u7269\u7406\u4e16\u754c\u62e5\u6709AI<\/a><\/strong><\/span><\/section>\n
<\/a><\/strong><\/strong><\/span><\/section>\n
<\/strong><\/strong><\/strong><\/section>\n
4. <\/strong><\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
5. <\/strong><\/strong>\u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/a><\/span><\/strong><\/strong><\/strong><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n

<\/section>\n

<\/section>\n
\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/strong><\/section>\n

<\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u5173\u952e\u8bcd\uff1a\u590d\u6742\u9884\u6d4b\u6a21\u578b\uff0c\u6df1\u5ea6\u5b66\u4e60\uff0c\u62d3\u6251\u6570\u636e\u5206\u6790\uff0c\u56fe\u5b66\u4e60 \u8bba\u6587\u9898\u76ee\uff1aTopological structure of complex predictions \u671f\u520a\u6765\u6e90\uff1aNature Machine Intelligence \u8bba\u6587\u5730\u5740\uff1a https:\/\/www.nature.com\/articles\/s4…<\/p>\n","protected":false},"author":0,"featured_media":46755,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/46760"}],"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"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=46760"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/46760\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/46755"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=46760"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=46760"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=46760"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=46760"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}