{"id":46528,"date":"2023-11-16T22:09:48","date_gmt":"2023-11-16T14:09:48","guid":{"rendered":"https:\/\/swarma.org\/?p=46528"},"modified":"2023-11-16T22:09:48","modified_gmt":"2023-11-16T14:09:48","slug":"physics-reports-%e5%9b%a0%e6%9e%9c%e5%8f%91%e7%8e%b0%e9%87%8d%e7%a3%85%e7%bb%bc%e8%bf%b0%ef%bc%9a%e4%bb%8e%e6%95%b0%e6%8d%ae%e4%b8%ad%e5%8f%91%e7%8e%b0%e5%9b%a0%e6%9e%9c%e5%85%b3%e7%b3%bb%e5%92%8c","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=46528","title":{"rendered":"Physics Reports \u56e0\u679c\u53d1\u73b0\u91cd\u78c5\u7efc\u8ff0\uff1a\u4ece\u6570\u636e\u4e2d\u53d1\u73b0\u56e0\u679c\u5173\u7cfb\u548c\u65b9\u7a0b"},"content":{"rendered":"
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Discovering causal relations and equations from data<\/span><\/section>\n
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\u6b63\u5982\u5728<\/span>\u6570\u5b66\u4e2d\u4e00<\/span>\u6837\uff0c\u81ea\u7136\u54f2\u5b66\u4e2d\u901a\u8fc7\u5206\u6790\u65b9\u6cd5\uff08Method of Analysis\uff09\u7814\u7a76\u56f0\u96be\u4e8b\u7269\u5e94\u8be5\u59cb\u7ec8\u4f18\u5148\u4e8e\u7efc\u5408\u65b9\u6cd5\uff08Method of Composition\uff09\u3002<\/span>\u8fd9\u79cd\u5206\u6790\u5305\u62ec\u8fdb\u884c\u5b9e\u9a8c\u548c\u89c2\u5bdf\uff0c\u901a\u8fc7\u5f52\u7eb3\u4ece\u4e2d\u5f97\u51fa\u666e\u904d\u7ed3\u8bba\uff0c\u5e76\u4e14\u4e0d\u63a5\u53d7\u4efb\u4f55\u8fdd\u80cc\u7ed3\u8bba\u7684\u53cd\u5bf9\u610f\u89c1\uff0c\u9664\u975e\u57fa\u4e8e\u5b9e\u9a8c\u6216\u5176\u4ed6\u786e\u5b9a\u6027\u771f\u7406\u2026\u2026\u901a\u8fc7\u5206\u6790\u65b9\u6cd5\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u6574\u4f53\u63a8\u5bfc\u51fa\u90e8\u5206\uff0c\u4ece\u8fd0\u52a8\u63a8\u5bfc\u51fa\u4ea7\u751f\u8fd0\u52a8\u7684\u529b\uff1b<\/span>\u603b\u4f53\u800c\u8a00\uff0c\u4ece\u7ed3\u679c\u63a8\u5bfc\u51fa\u539f\u56e0\uff0c\u4ece\u7279\u5b9a\u539f\u56e0\u63a8\u5bfc\u51fa\u666e\u904d\u539f\u56e0\uff0c\u6700\u7ec8\u63a8\u5bfc\u51fa\u6700\u666e\u904d\u7684\u539f\u56e0\u3002<\/span>\u8fd9\u5c31\u662f\u5206\u6790\u6cd5\u3002<\/span><\/p>\n


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\u7269\u7406\u5b66\u662f\u8fd9\u6837\u4e00\u4e2a\u79d1\u5b66\u9886\u57df\uff0c\u5b83\u4f20\u7edf\u4e0a\u4f7f\u7528\u79d1\u5b66\u65b9\u6cd5\u6765\u56de\u7b54\u81ea\u7136\u73b0\u8c61\u4ea7\u751f\u7684\u539f\u56e0\uff0c\u5e76\u6784\u5efa\u53ef\u9a8c\u8bc1\u6a21\u578b\u6765\u89e3\u91ca\u8fd9\u4e9b\u73b0\u8c61\u3002\u5728\u7269\u7406\u79d1\u5b66\u53d1\u5c55\u7684\u51e0\u4e2a\u4e16\u7eaa\u4e2d\uff0c\u53d1\u73b0\u4e0d\u53d8\u3001\u7a33\u5065\u4e14\u5177\u6709\u56e0\u679c\u5173\u7cfb\u7684\u65b9\u7a0b\u3001\u5b9a\u5f8b\u548c\u539f\u7406\u4e00\u76f4\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u4e9b\u53d1\u73b0\u6e90\u4e8e\u5bf9\u4e16\u754c\u7684\u89c2\u5bdf\uff0c\u5e76\u5728\u53ef\u80fd\u7684\u60c5\u51b5\u4e0b\u5bf9\u7cfb\u7edf\u8fdb\u884c\u5e72\u9884\u3002\u968f\u7740\u5927\u6570\u636e\u548c\u6570\u636e\u9a71\u52a8\u65b9\u6cd5\u7684\u51fa\u73b0\uff0c\u56e0\u679c\u53d1\u73b0\u548c\u65b9\u7a0b\u53d1\u73b0\u9886\u57df\u5728\u8ba1\u7b97\u673a\u79d1\u5b66\u3001\u7269\u7406\u5b66\u3001\u7edf\u8ba1\u5b66\u3001\u54f2\u5b66\u548c\u8bb8\u591a\u5e94\u7528\u9886\u57df\u4e2d\u53d6\u5f97\u8fdb\u5c55\u5e76\u52a0\u901f\u53d1\u5c55\u3002<\/span><\/section>\n

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\u672c\u6587\u65e8\u5728\u56de\u987e\u7269\u7406\u79d1\u5b66\u9886\u57df\u4e2d\u56e0\u679c\u63a8\u65ad\u548c\u53d1\u73b0\u7684\u6700\u91cd\u8981\u6982\u5ff5\u3001\u65b9\u6cd5\u548c\u5148\u524d\u7814\u7a76\u3002\u6587\u4e2d\u4f7f\u7528\u7edf\u8ba1\u5b66\u4e60\u6280\u672f\u4ece\u6570\u636e\u4e2d\u53d1\u73b0\u56e0\u679c\u5173\u7cfb\u3001\u7269\u7406\u5b9a\u5f8b\u548c\u63a7\u5236\u65b9\u7a0b\u3002\u7b2c2\u8282\u201c\u7269\u7406\u79d1\u5b66\u4e2d\u7684\u56e0\u679c\u53d1\u73b0\u201d\u548c\u7b2c3\u8282\u201c\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u7269\u7406\u5b9a\u5f8b\u201d\u5206\u522b\u63d0\u4f9b\u4e86\u56e0\u679c\u53d1\u73b0\u548c\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u7269\u7406\u5b9a\u5f8b\u7684\u4e00\u822c\u6846\u67b6\u548c\u5206\u7c7b\u6cd5\u3002\u8fd9\u4e24\u8282\u90fd\u5bf9\u8be5\u9886\u57df\u8fdb\u884c\u4e86\u5206\u7c7b\uff0c\u56de\u987e\u4e86\u6982\u5ff5\u548c\u65b9\u6cd5\uff0c\u4ee5\u53ca\u7269\u7406\u79d1\u5b66\u4e2d\u7684\u5177\u4f53\u7279\u70b9\u3001\u6311\u6218\u548c\u673a\u9047\u3002\u7b2c4\u8282\u63d0\u4f9b\u4e86\u7269\u7406\u79d1\u5b66\u5e7f\u6cdb\u9886\u57df\u4e2d\u56e0\u679c\u53d1\u73b0\u548c\u65b9\u7a0b\u53d1\u73b0\u7684\u793a\u4f8b\uff1a\u52a8\u529b\u7cfb\u7edf\u3001\u795e\u7ecf\u79d1\u5b66\u3001\u7ecf\u5178\u548c\u91cf\u5b50\u7cfb\u7edf\u3001\u6d41\u4f53\u529b\u5b66\u3001\u5730\u7403\u79d1\u5b66\u548c\u6c14\u5019\u79d1\u5b66\u3002\u672c\u6587\u5173\u6ce8\u56e0\u679c\u6982\u5ff5\u548c\u65b9\u6cd5\u5982\u4f55\u4ece\u89c2\u6d4b\u4e2d\u6539\u5584\u6211\u4eec\u5bf9\u7ed9\u5b9a\u7269\u7406\u7cfb\u7edf\u7684\u8ba4\u77e5\u3002\u7b2c5\u8282\u6982\u8ff0\u4e86\u8fd9\u4e00\u7814\u7a76\u9886\u57df\u5728\u673a\u5668\u5b66\u4e60\u548c\u975e\u7ebf\u6027\u7269\u7406\u8fc7\u7a0b\u4ea4\u53c9\u5904\u7684\u6700\u6709\u524d\u666f\u7684\u672a\u6765\u7814\u7a76\u65b9\u5411\u3002<\/span><\/section>\n

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\u8be5\u7efc\u8ff0\u8868\u660e\uff0c\u968f\u7740\u6709\u6548\u5229\u7528\u89c2\u6d4b\u6570\u636e\u548c\u6a21\u62df\u3001\u73b0\u4ee3\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4ee5\u53ca\u4e0e\u9886\u57df\u77e5\u8bc6\u7ed3\u5408\uff0c\u89c2\u5bdf\u81ea\u7136\u73b0\u8c61\u6765\u53d1\u73b0\u57fa\u672c\u5b9a\u5f8b\u548c\u56e0\u679c\u5173\u7cfb\u6b63\u5728\u53d1\u751f\u9769\u547d<\/strong>\u3002\u4ee4\u4eba\u5174\u594b\u7684\u65f6\u4ee3\u5373\u5c06\u5230\u6765\uff0c\u6211\u4eec\u5c06\u9762\u4e34\u8bb8\u591a\u6311\u6218\u548c\u673a\u9047\uff0c\u4ee5\u6539\u5584\u5bf9\u590d\u6742\u7cfb\u7edf\u7684\u7406\u89e3\u3002<\/span><\/section>\n

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\u8bba\u6587\u76ee\u5f55<\/span><\/strong><\/span><\/p>\n

1.\u5f15\u8a00<\/span><\/strong><\/span><\/section>\n
2.\u7269\u7406\u79d1\u5b66\u4e2d\u7684\u56e0\u679c\u53d1\u73b0<\/span><\/strong><\/span><\/section>\n

2.1 \u56e0\u679c\u53d1\u73b0\u65b9\u6cd5\u5206\u7c7b<\/span><\/p>\n

2.2 \u56e0\u679c\u53d1\u73b0\u7684\u6311\u6218<\/span><\/p>\n

2.3 \u7269\u7406\u79d1\u5b66\u4e2d\u7684\u673a\u9047<\/span><\/p>\n

2.4 \u89c2\u70b9<\/span><\/p>\n

3.\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u7269\u7406\u5b9a\u5f8b<\/span><\/strong><\/span><\/section>\n

3.1 \u5229\u7528\u7b26\u53f7\u56de\u5f52\u7684\u663e\u5f0f\u65b9\u7a0b\u53d1\u73b0<\/span><\/p>\n

3.2 \u5229\u7528\u964d\u7ef4\u548c\u4f20\u9012\u7b97\u5b50\u7684\u9690\u5f0f\u65b9\u7a0b\u53d1\u73b0<\/span><\/p>\n

3.3 \u89c2\u70b9<\/span><\/p>\n

4.\u7269\u7406\u79d1\u5b66\u4e2d\u7684\u6848\u4f8b\u7814\u7a76<\/span><\/strong><\/span><\/section>\n

4.1 \u57fa\u4e8e\u7269\u7406\u673a\u5668\u5b66\u4e60\u7684\u795e\u7ecf\u79d1\u5b66\u5e94\u7528<\/span><\/p>\n

4.2 \u4ece\u795e\u7ecf\u751f\u7406\u8bb0\u5f55\u4e2d\u5b66\u4e60\u56e0\u679c\u76f8\u4e92\u4f5c\u7528\u7684\u5927\u8111\u533a\u57df<\/span><\/p>\n

4.3 \u5b66\u4e60\u78b3\u548c\u6c34\u901a\u91cf\u7684\u56e0\u679c\u56fe<\/span><\/p>\n

4.4 \u56e0\u679c\u6c14\u5019\u6a21\u578b\u7684\u76f8\u4e92\u6bd4\u8f83<\/span><\/p>\n

4.5 \u5b66\u4e60\u5bc6\u5ea6\u6cdb\u51fd<\/span><\/p>\n

4.6 \u53d1\u73b0\u548c\u8bc4\u4f30\u8fb9\u754c\u5c42\u8fc7\u6e21\u5230\u6e4d\u6d41\u7684\u63a7\u5236\u65b9\u7a0b<\/span><\/p>\n

4.7. \u5b66\u4e60\u969c\u788d\u7269\u540e\u6da1\u65cb\u7684\u964d\u9636\u6a21\u578b<\/span><\/p>\n

4.8. \u63ed\u793a\u58c1\u754c\u6e4d\u6d41\u4e2d\u7684\u65b0\u7269\u7406\u7406\u89e3<\/span><\/p>\n

4.9. \u53d1\u73b0\u6d77\u6d0b\u4e2d\u7684\u4e2d\u5c3a\u5ea6\u95ed\u5408<\/span><\/section>\n
5.\u673a\u5668\u5b66\u4e60\u4e0e\u975e\u7ebf\u6027\u7269\u7406\u8fc7\u7a0b\u4ea4\u53c9\u5904\u7684\u672a\u6765\u7814\u7a76\u65b9\u5411<\/span><\/strong><\/span><\/section>\n

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\u6839\u636e\u6807\u51c6\u79d1\u5b66\u65b9\u6cd5\u7406\u89e3\u590d\u6742\u7cfb\u7edf\u7684\u903b\u8f91\u94fe\u6761<\/span><\/section>\n

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\u88681. \u6570\u636e\u9a71\u52a8\u7684\u79d1\u5b66\u53d1\u73b0\u65b9\u6cd5\u7684\u4e09\u4e2a\u5c42\u7ea7\uff1a\uff081\uff09\u5b66\u4e60\u7edf\u8ba1\u76f8\u5173\u6027\uff1b\uff082\uff09\u7ed3\u6784\u56e0\u679c\u6a21\u578b\uff08structural causal models\uff09\u8bc6\u522b\u53d8\u91cf\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff1b\uff083\uff09\u5728\u7269\u7406\u7cfb\u7edf\u4e2d\u53d1\u73b0\u65b9\u7a0b\u3002<\/span><\/p>\n


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\u88683. \u56e0\u679c\u53d1\u73b0\u65b9\u6cd5\u548c\u5f00\u6e90\u8f6f\u4ef6\u6c47\u603b<\/span><\/section>\n

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\u88685. \u7b2c4\u8282\u7269\u7406\u79d1\u5b66\u4e2d\u7684\u6848\u4f8b\u7814\u7a76<\/span><\/section>\n

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\u4eba\u5de5\u667a\u80fd\u548c\u79d1\u5b66\u53d1\u73b0\u76f8\u4e92\u8d4b\u80fd\u7684\u65b0\u8303\u5f0f\uff1aAI+Science \u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><\/span><\/section>\n

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

\u200d<\/span>1. <\/strong>\u5f20\u5764\uff1a\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u8fdb\u5c55\u2014\u2014\u53d1\u73b0\u9690\u85cf\u7684\u4e16\u754c\uff5c2023\u6cdb\u592a\u5e73\u6d0b\u56e0\u679c\u63a8\u65ad\u5927\u4f1a\u56de\u987e<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
2.<\/strong> \u57fa\u4e8e\u89c2\u6d4b\u6570\u636e\u7684\u56e0\u679c\u53d1\u73b0\u53ca\u56e0\u679c\u6027\u5b66\u4e60<\/a><\/strong><\/span><\/strong><\/section>\n
3.<\/strong><\/strong> \u91cf\u5316\u56e0\u679c\u6d8c\u73b0\u8868\u660e\uff1a\u5b8f\u89c2\u53ef\u4ee5\u6218\u80dc\u5fae\u89c2<\/a><\/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
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

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

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

\u5173\u952e\u8bcd\uff1a\u590d\u6742\u7cfb\u7edf\uff0c\u56e0\u679c\u53d1\u73b0\uff0c\u65b9\u7a0b\u53d1\u73b0\uff0c\u673a\u5668\u5b66\u4e60\uff0c\u6570\u636e\u9a71\u52a8\u65b9\u6cd5 \u8bba\u6587\u9898\u76ee\uff1a Discovering causal relations and equations from data \u8bba\u6587\u5730\u5740\uff1a https:\/\/www.sciencedirect.com\/science\/article\/pii\/S037…<\/p>\n","protected":false},"author":0,"featured_media":46519,"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\/46528"}],"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=46528"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/46528\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/46519"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=46528"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=46528"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=46528"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=46528"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}