{"id":49346,"date":"2024-03-31T19:35:25","date_gmt":"2024-03-31T11:35:25","guid":{"rendered":"https:\/\/swarma.org\/?p=49346"},"modified":"2024-03-31T19:35:25","modified_gmt":"2024-03-31T11:35:25","slug":"pnas%e9%80%9f%e9%80%92%ef%bc%9a%e9%80%9a%e8%bf%87%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e5%af%b9%e5%a4%8d%e6%9d%82%e7%b3%bb%e7%bb%9f%e8%bf%9b%e8%a1%8c%e5%88%86%e8%a7%a3%e4%bf%a1%e6%81%af","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=49346","title":{"rendered":"PNAS\u901f\u9012\uff1a\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u5bf9\u590d\u6742\u7cfb\u7edf\u8fdb\u884c\u5206\u89e3\u4fe1\u606f"},"content":{"rendered":"
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\u5173\u952e\u8bcd\uff1a\u590d\u6742\u7cfb\u7edf\uff0c<\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong>\u673a\u5668\u5b66\u4e60\uff0c\u4fe1\u606f\u5206\u89e3\uff0c\u4fe1\u606f\u74f6\u9888<\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/p>\n


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\u8bba\u6587\u9898\u76ee\uff1aInformation decomposition in complex systems via machine learning<\/span><\/section>\n
\u8bba\u6587\u671f\u520a\uff1aPNAS<\/em>
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\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.pnas.org\/doi\/10.1073\/pnas.2312988121<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n

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\u590d\u6742\u7cfb\u7edf\u7531\u5927\u91cf\u76f8\u4e92\u4f5c\u7528\u7684\u7ec4\u6210\u90e8\u5206\u6784\u6210\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u7684\u884c\u4e3a\u8868\u73b0\u51fa\u4e30\u5bcc\u7684\u52a8\u6001\u7279\u6027\u548c\u81ea\u7ec4\u7ec7\u73b0\u8c61\u3002\u7406\u89e3\u8fd9\u4e9b\u7cfb\u7edf\u7684\u5173\u952e\u4e4b\u4e00\u662f\u8bc6\u522b\u51fa\u5728\u7cfb\u7edf\u7ec4\u4ef6\u7684\u5c3a\u5ea6\u4e0a\u7684\u53d8\u5f02\uff0c\u8fd9\u4e9b\u53d8\u5f02\u5bf9\u4e8e\u5b8f\u89c2\u5c3a\u5ea6\u4e0a\u7684\u884c\u4e3a\u662f\u6700\u76f8\u5173\u7684\u3002\u7136\u800c\uff0c\u8de8\u5c3a\u5ea6\u7684\u4fe1\u606f\u94fe\u63a5\u662f\u4e00\u4e2a\u6311\u6218\uff0c\u56e0\u4e3a\u7cfb\u7edf\u7684\u884c\u4e3a\u4f9d\u8d56\u4e8e\u7ec4\u4ef6\u4e4b\u95f4\u590d\u6742\u7684\u76f8\u4e92\u4f5c\u7528\u3002\u6b64\u5916\uff0c\u4f20\u7edf\u7684\u5206\u6790\u65b9\u6cd5\u5f80\u5f80\u96be\u4ee5\u5904\u7406\u9ad8\u7ef4\u6570\u636e\u548c\u6355\u6349\u7cfb\u7edf\u5185\u90e8\u7684\u975e\u7ebf\u6027\u5173\u7cfb\uff0c\u8fd9\u8fdb\u4e00\u6b65\u589e\u52a0\u4e86\u7814\u7a76\u590d\u6742\u7cfb\u7edf\u7684\u96be\u5ea6\u3002<\/span><\/section>\n

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\u6700\u8fd1\u53d1\u8868\u4e8e\u7f8e\u56fd\u56fd\u5bb6\u79d1\u5b66\u9662\u9662\u520aPNAS<\/em>\u7684\u4e00\u7bc7\u8bba\u6587\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u65b9\u6cd5\uff0c\u5229\u7528\u673a\u5668\u5b66\u4e60\u5bf9\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u4fe1\u606f\u8fdb\u884c\u5206\u89e3\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u5bf9\u7cfb\u7edf\u6d4b\u91cf\u7684\u6570\u636e\u8fdb\u884c\u6709\u635f\u538b\u7f29\uff0c\u4fdd\u7559\u4e0e\u5b8f\u89c2\u884c\u4e3a\u6700\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u540c\u65f6\u4e22\u5f03\u5176\u4ed6\u4fe1\u606f\u3002\u8fd9\u79cd\u65b9\u6cd5\u57fa\u4e8e\u4fe1\u606f\u7406\u8bba\u4e2d\u7684\u5206\u5e03\u5f0f\u4fe1\u606f\u74f6\u9888<\/span>\uff08distributed information bottleneck, DIB\uff09<\/span>\u539f\u7406\uff0c\u901a\u8fc7\u4f18\u5316\u635f\u5931\u538b\u7f29\u7684\u6d4b\u91cf\u503c\uff0c\u6765\u8bc6\u522b\u7cfb\u7edf\u72b6\u6001\u6d4b\u91cf\u4e2d\u4e0e\u7279\u5b9a\u5b8f\u89c2\u884c\u4e3a\u6700\u76f8\u5173\u7684\u53d8\u5f02\u3002<\/span><\/section>\n

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\u7814\u7a76\u91cd\u70b9\u653e\u5728\u4e86\u4e24\u4e2a\u5178\u578b\u7684\u590d\u6742\u7cfb\u7edf\u4e0a\uff1a\u5e03\u5c14\u7535\u8def\u548c\u7ecf\u5386\u5851\u6027\u53d8\u5f62\u7684\u975e\u6676\u6750\u6599\u3002\u5728\u8fd9\u4e24\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u7cfb\u7edf\u72b6\u6001\u7684\u5927\u91cf\u71b5\u88ab\u9010\u4f4d\u5206\u89e3\uff0c\u4ee5\u63ed\u793a\u4e0e\u5b8f\u89c2\u884c\u4e3a\u6700\u76f8\u5173\u7684\u4fe1\u606f\u3002<\/span><\/section>\n

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\u8fd9\u79cd\u65b9\u6cd5\u7684\u63d0\u51fa\uff0c\u4e0d\u4ec5\u4e3a\u7406\u89e3\u5fae\u89c2\u4e0e\u5b8f\u89c2\u7ed3\u6784\u4e4b\u95f4\u7684\u8054\u7cfb\u63d0\u4f9b\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u89c6\u89d2\uff0c\u800c\u4e14\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u7684\u5e94\u7528\uff0c\u4e3a\u5904\u7406\u9ad8\u7ef4\u6570\u636e\u548c\u8bc6\u522b\u590d\u6742\u7cfb\u7edf\u5185\u90e8\u7ed3\u6784\u63d0\u4f9b\u4e86\u6709\u6548\u7684\u5de5\u5177\u3002<\/span><\/section>\n

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\u56fe1 \u5206\u89e3\u5e03\u5c14\u7535\u8def\u8f93\u5165\u4e2d\u5305\u542b\u7684\u4fe1\u606f\u3002<\/span><\/section>\n

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\u65b0\u4fe1\u606f\u8bba\uff1a\u4ece\u5206\u89e3\u5230\u6574\u5408<\/strong><\/p>\n

\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u7b2c\u56db\u5b63<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/section>\n
\u65b0\u4fe1\u606f\u8bba\uff1a\u4ece\u5206\u89e3\u5230\u6574\u5408\uff5c\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u7b2c\u56db\u5b63\u542f\u52a8<\/a><\/span>
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\u200d<\/span>\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/strong><\/section>\n
1. <\/strong>\u590d\u6742\u6027\u7684\u8de8\u5b66\u79d1\u5173\u8054\uff1a\u5206\u6570\u9636\u5fae\u79ef\u5206\u3001\u91cd\u6574\u5316\u7fa4\u4e0e\u673a\u5668\u5b66\u4e60<\/a><\/strong><\/span><\/section>\n
2. <\/strong>\u524d\u6cbf\u7efc\u8ff0\uff1a\u7edf\u4e00\u590d\u6742\u6027\u79d1\u5b66\u4e0e\u673a\u5668\u5b66\u4e60<\/a><\/strong><\/span><\/section>\n
3.<\/strong> \u673a\u5668\u5b66\u4e60\u53ef\u91cd\u590d\u6027\u5371\u673a\u4e0b\uff0c\u521b\u5efa\u590d\u6742\u6570\u636e\u7cfb\u7edf\u7684\u6311\u6218<\/a><\/a><\/strong><\/strong><\/strong><\/span><\/section>\n
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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
<\/strong><\/strong>5.<\/strong> \u9f99\u5e74\u5927\u8fd0\u8d77\uff0c\u5b66\u4e60\u6b63\u5f53\u65f6\uff01\u89e3\u9501\u96c6\u667a\u5168\u7ad9\u5185\u5bb9\uff0c\u5f00\u542f\u65b0\u5e74\u5b66\u4e60\u8ba1\u5212<\/a><\/strong><\/strong><\/strong><\/strong><\/span><\/strong><\/strong><\/strong><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n


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

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\u5173\u952e\u8bcd\uff1a\u590d\u6742\u7cfb\u7edf\uff0c\u673a\u5668\u5b66\u4e60\uff0c\u4fe1\u606f\u5206\u89e3\uff0c\u4fe1\u606f\u74f6\u9888 \u8bba\u6587\u9898\u76ee\uff1aInformation decomposition in complex systems via machine learning \u8bba\u6587\u671f\u520a\uff1aPNAS \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.pnas.org\/doi\/10.1073\/pnas.23…<\/p>\n","protected":false},"author":0,"featured_media":49342,"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\/49346"}],"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=49346"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/49346\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/49342"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=49346"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=49346"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=49346"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=49346"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}