{"id":41450,"date":"2023-03-22T19:25:04","date_gmt":"2023-03-22T11:25:04","guid":{"rendered":"https:\/\/swarma.org\/?p=41450"},"modified":"2023-03-22T19:25:04","modified_gmt":"2023-03-22T11:25:04","slug":"%e5%8c%97%e4%ba%ac%e7%ba%bf%e4%b8%8b%ef%bc%9a%e3%80%8c%e6%8e%a2%e7%b4%a2%e5%9b%a0%e6%9e%9c%e7%bb%93%e6%9e%84%ef%bc%8c%e8%a7%a3%e5%af%86%e5%a4%8d%e6%9d%82%e7%b3%bb%e7%bb%9f%e3%80%8d-20","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=41450","title":{"rendered":"\u5317\u4eac\u7ebf\u4e0b\uff1a\u300c\u63a2\u7d22\u56e0\u679c\u7ed3\u6784\uff0c\u89e3\u5bc6\u590d\u6742\u7cfb\u7edf\u300d\u2014\u20142023\u5e74\u5ea6\u56e0\u679c\u6d8c\u73b0\u6280\u672f\u8def\u7ebf\u7814\u8ba8\u4f1a"},"content":{"rendered":"
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    \u7136\u800c\uff0c\u7531\u4e8e\u53ef\u9006\u795e\u7ecf\u7f51\u7edc\u7684\u8ba1\u7b97\u590d\u6742\u6027\uff0c\u4f20\u7edf\u7684NIS\u5c1a\u65e0\u6cd5\u5e94\u7528\u5230\u8f83\u5927\u89c4\u6a21\u7684\u590d\u6742\u7cfb\u7edf\u4e2d\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u5f20\u6c5f\u6559\u6388\u7814\u7a76\u7ec4\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86NIS+\u7684\u5c42\u7ea7\u5316\u7684NIS\u7f51\u7edc\u67b6\u6784\u3002\u901a\u8fc7\u7ed3\u5408\u5e76\u884c\u4f18\u5316\u3001\u5171\u4eab\u6743\u91cd\u3001\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7b49\u6280\u672f\u6269\u5145NIS\u7684\u8ba1\u7b97\u80fd\u529b\uff0cNIS+\u53ef\u4ee5\u5e94\u7528\u5230\u5982\u9e1f\u7fa4\u3001\u4e8c\u7ef4\u5143\u80de\u81ea\u52a8\u673a\u7b49\u771f\u6b63\u7684\u590d\u6742\u7cfb\u7edf\u4e2d\uff0c\u5e76\u81ea\u52a8\u53d1\u73b0\u805a\u96c6\u7684\u9e1f\u7fa4\u5206\u7ec4\u548c\u201c\u751f\u547d\u6e38\u620f\u201d\u4e2d\u7684\u201c\u6ed1\u7fd4\u673a\u201d\u7b49\u52a8\u6001\u7684\u6d8c\u73b0\u7ed3\u6784\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u901a\u8fc7\u4f7f\u7528\u9006\u6982\u7387\u91cd\u52a0\u6743\u6280\u672f(Inverse Probability Reweighting)\uff0cNIS+\u53ef\u4ee5\u771f\u6b63\u5b9e\u73b0\u6709\u6548\u4fe1\u606f\uff08Effective Information\uff0c\u7b80\u79f0EI\uff09\u7684\u6700\u5927\u5316\uff0c\u4ece\u800c\u5728\u5de8\u5927\u7684\u51fd\u6570\u7a7a\u95f4\u4e2d\uff0c\u641c\u7d22\u51fa\u56e0\u679c\u6548\u5e94\u6700\u5f3a\u7684\u5b8f\u89c2\u52a8\u529b\u5b66\u548c\u5bf9\u5e94\u7684\u7c97\u7c92\u5316\u7b56\u7565\uff0c\u8fd9\u53ef\u4ee5\u8ba9\u5b8f\u89c2\u52a8\u529b\u5b66\u5177\u5907\u66f4\u5f3a\u7684\u5206\u5e03\u5916\u6cdb\u5316\u7684\u80fd\u529b\u3002\u8be5\u6280\u672f\u4e0d\u4ec5\u4e3a\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u7684\u5b9e\u9645\u5e94\u7528\u548c\u843d\u5730\u63d0\u4f9b\u4e86\u91cd\u8981\u7684\u57fa\u7840\uff0c\u4e5f\u4e3a\u57fa\u4e8e\u6700\u5927\u5316EI\u7684\u56e0\u679c\u8868\u793a\u5b66\u4e60\uff08Causal Representation Learning\uff09\u7406\u8bba\u63d0\u4f9b\u4e86\u53ef\u80fd\u6027\u3002<\/span><\/section>\n

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    \u96c6\u667a\u6591\u56fe\u4e2a\u4eba\u4e3b\u9875\uff1ahttps:\/\/jake.swarma.org\/<\/span><\/section>\n


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    \u5cb3\u7389\u6d9b<\/span><\/strong>\uff0c\u96c6\u8403\u6df1\u5ea6\u611f\u77e5\u6280\u672f\u7814\u7a76\u6240\u521b\u59cb\u4eba\u3001\u6240\u957f\uff0c\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u5305\u62ec\u8ba1\u7b97\u5efa\u6a21\u4e0e\u4eba\u5de5\u667a\u80fd\u3001\u96f7\u8fbe\u89c6\u89c9\u878d\u5408\u3001\u7535\u78c1\u573a\u3001AGI\u7b49\u3002<\/span><\/section>\n
    \u96c6\u667a\u6591\u56fe\u4e2a\u4eba\u4e3b\u9875\uff1ahttps:\/\/pattern.swarma.org\/user\/45660<\/span><\/section>\n


    <\/h3>\n

    \u5d14\u9e4f\u7b49\u5706\u684c\u8ba8\u8bba\uff1aPID\u4e0eOOD–\u56e0\u679c\u6d8c\u73b0\u6280\u672f\u8def\u7ebf\u56fe\u63a2\u8ba8<\/span><\/strong><\/span><\/h3>\n

    <\/section>\n
    \u90e8\u5206\u4fe1\u606f\u5206\u89e3(Partial Information Decomposition)\u662f\u7814\u7a76\u591a\u53d8\u91cf\u4ea4\u4e92\u7684\u91cd\u8981\u624b\u6bb5\uff0c\u5b83\u5c06\u591a\u53d8\u91cf\u4e92\u4fe1\u606f\u5206\u89e3\u4e3a\u552f\u4e00\u4fe1\u606f\u3001\u5197\u4f59\u4fe1\u606f\u548c\u534f\u540c\u4fe1\u606f\u4e09\u90e8\u5206\u3002\u6e05\u534e\u5434\u5609\u8d5f\u7b49\u540c\u5b66\u5728\u7814\u7a76\u4e2d\u53d1\u73b0\uff0c\u4e92\u4fe1\u606f\u5206\u89e3\u53ef\u4ee5\u5c06\u591a\u73af\u5883\u4e0b\u7684\u5206\u5e03\u8fc1\u79fb(distributional shift)\u76f8\u5e94\u5730\u89e3\u8026\u5408\u4e3acovariate shift, label shift\u548cconcept shift\u51e0\u90e8\u5206\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5178\u578b\u7684\u5206\u5e03\u5916\u6cdb\u5316\u573a\u666f\u548c\u5206\u5e03\u5916\u6cdb\u5316\u8868\u5f81\u5b66\u4e60\u65b9\u6cd5\u5747\u53ef\u4ee5\u5728\u4e92\u4fe1\u606f\u5206\u89e3\u7684\u6846\u67b6\u4e0b\u5f97\u5230\u7edf\u4e00\u3002\u636e\u6b64\uff0c\u7814\u7a76\u63d0\u51fa\u4e00\u79cd\u6700\u5c0f\u5316\u534f\u540c\u4fe1\u606f\u7684\u5206\u5e03\u5916\u6cdb\u5316\u8868\u5f81\u5b66\u4e60\u65b9\u6cd5\u3002<\/span><\/section>\n


    <\/h4>\n

    \u4e3b\u6301\u4eba<\/span><\/strong><\/span><\/h4>\n

    <\/span><\/strong><\/span><\/section>\n
    \u5d14\u9e4f\u8001\u5e08\u8054\u5408\u5176\u56e2\u961f\u5b66\u751f\u5434\u5609\u8d5f\u7b49\u540c\u5b66\u4f1a\u7ec4\u7ec7\u8fd9\u4e2a\u73af\u8282\u7684Panel \u8ba8\u8bba\uff0c\u5148\u7b80\u5355\u5206\u4eab\u5176\u56e2\u961f\u6700\u65b0\u7684\u4e00\u4e9b\u7814\u7a76\u65b9\u5411\uff0c\u5e76\u4e0e\u5f20\u6c5f\u3001\u5cb3\u7389\u6d9b\u3001\u6bb5\u6c38\u671d\u7b49\u8001\u5e08\u56f4\u7ed5\u56e0\u679c\u6d8c\u73b0\u6280\u672f\u8def\u7ebf\u56fe\u7684\u53d1\u5c55\u548c\u95ee\u9898\u5c55\u5f00\u6df1\u5ea6\u8ba8\u8bba\u3002<\/span><\/section>\n
    <\/section>\n
    \u5d14\u9e4f<\/span><\/strong>\uff0c\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u957f\u8058\u526f\u6559\u6388\uff0c\u535a\u58eb\u751f\u5bfc\u5e08\u3002\u7814\u7a76\u5174\u8da3\u805a\u7126\u4e8e\u5927\u6570\u636e\u9a71\u52a8\u7684\u56e0\u679c\u63a8\u7406\u548c\u7a33\u5b9a\u9884\u6d4b\u3001\u5927\u89c4\u6a21\u7f51\u7edc\u8868\u5f81\u5b66\u4e60\u7b49\u3002\u4e2a\u4eba\u4e3b\u9875\uff1ahttp:\/\/pengcui.thumedialab.com\/<\/span><\/section>\n
    \u96c6\u667a\u6591\u56fe\u4e2a\u4eba\u4e3b\u9875\uff1ahttps:\/\/pattern.swarma.org\/user\/70330<\/span><\/section>\n

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

    \u5706\u684c\u5609\u5bbe<\/span><\/strong><\/span><\/h4>\n

    <\/span><\/strong><\/span><\/section>\n
    <\/section>\n
    \u6bb5\u6c38\u671d<\/span><\/strong>\uff0c\u4fe1\u606f\u793e\u4f1a50\u4eba\u8bba\u575b\u6267\u884c\u4e3b\u5e2d\uff0c\u5317\u4eac\u82c7\u8349\u667a\u9177\u521b\u59cb\u5408\u4f19\u4eba\u3002\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1a\u9ad8\u7ea7\u4f1a\u5458\uff0c\u4e2d\u56fd\u81ea\u52a8\u5316\u5b66\u4f1a\u533a\u5757\u94fe\u4e13\u4e1a\u59d4\u5458\u4f1a\u526f\u4e3b\u4efb\u59d4\u5458\uff0c\u4e2d\u56fd\u4e92\u8054\u7f51\u534f\u4f1a\u5171\u4eab\u7ecf\u6d4e\u5de5\u4f5c\u59d4\u5458\u4f1a\u526f\u4e3b\u4efb\u59d4\u5458\uff0c\u300a\u667a\u80fd\u79d1\u5b66\u4e0e\u6280\u672f\u300b\u5b66\u62a5\u7f16\u59d4\uff1b\u8fbd\u5b81\u7701\u653f\u534f\u667a\u5e93\u4e13\u5bb6\u3002<\/span><\/section>\n

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

    Hector Zenil\uff1a\u57fa\u4e8e\u7b97\u6cd5\u4fe1\u606f\u52a8\u529b\u5b66\u7684\u56e0\u679c\u6a21\u578b\u53d1\u73b0<\/span><\/strong><\/span><\/h3>\n

    <\/section>\n
    \u7b97\u6cd5\u4fe1\u606f\u52a8\u529b\u5b66\u662f\u4e00\u79cd\u6570\u5b66\u6846\u67b6\uff0c\u53ef\u4ee5\u4f7f\u7528\u7b97\u6cd5\u590d\u6742\u5ea6\u7406\u8bba\u548c\u56e0\u679c\u63a8\u65ad\u5de5\u5177\u7814\u7a76\u590d\u6742\u7cfb\u7edf\u3002AID\u7684\u6838\u5fc3\u6982\u5ff5\u662f\u7b97\u6cd5\u590d\u6742\u5ea6\uff0c\u5b83\u6d4b\u91cf\u63cf\u8ff0\u5bf9\u8c61\u6216\u8fc7\u7a0b\u6240\u9700\u7684\u4fe1\u606f\u91cf\u3002\u901a\u8fc7\u5c06\u8fd9\u4e9b\u6982\u5ff5\u4e0e\u56e0\u679c\u63a8\u65ad\u6280\u672f\u76f8\u7ed3\u5408\uff0cAID\u53ef\u7528\u4e8e\u53d1\u73b0\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u56e0\u679c\u5173\u7cfb\u3002\u5728\u8fd9\u4e2a\u5206\u4eab\u4e2d\uff0cHector Zenil\u5c06\u4ecb\u7ecd\u7b97\u6cd5\u4fe1\u606f\u52a8\u529b\u5b66\uff08AID\uff09\uff0c\u8fd9\u662f\u4e00\u4e2a\u5c06\u7b97\u6cd5\u4fe1\u606f\u7406\u8bba\u548c\u52a8\u529b\u7cfb\u7edf\u7406\u8bba\u76f8\u7ed3\u5408\u7684\u7406\u8bba\u6846\u67b6\uff0c\u7528\u4e8e\u7814\u7a76\u590d\u6742\u7cfb\u7edf\u3002\u4ed6\u5c06\u8ba8\u8bba\u5982\u4f55\u4f7f\u7528AID\u5728\u6570\u636e\u4e2d\u53d1\u73b0\u56e0\u679c\u5173\u7cfb\uff0c\u800c\u4e0d\u4f9d\u8d56\u4e8e\u5173\u4e8e\u7cfb\u7edf\u7684\u5148\u9a8c\u77e5\u8bc6\u6216\u5047\u8bbe\uff0cZenil\u5c06\u5e76\u901a\u8fc7\u5b9e\u9645\u793a\u4f8b\u8bf4\u660eAID\u7684\u5b9e\u9645\u5e94\u7528\uff0c\u5e76\u89e3\u91ca\u5982\u4f55\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u590d\u6742\u73b0\u8c61\uff0c\u4ece\u795e\u7ecf\u5143\u884c\u4e3a\u5230\u793e\u4ea4\u7f51\u7edc\u52a8\u6001\u3002<\/span><\/section>\n

    <\/span><\/section>\n
    <\/section>\n
    Hector Zenil <\/span><\/strong>\u662f\u745e\u5178\u5361\u7f57\u7433\u65af\u5361\u533b\u5b66\u9662\u7684\u9ad8\u7ea7\u7814\u7a76\u5458\uff0c\u7b97\u6cd5\u52a8\u529b\u5b66\u5b9e\u9a8c\u5ba4\u8d1f\u8d23\u4eba\u3002\u4ed6\u8fd8\u66fe\u662f\u725b\u6d25\u5927\u5b66\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u548c\u79d1\u5b66\u54f2\u5b66\u6559\u6388\uff0c Wolfram Research\u7684\u9ad8\u7ea7\u7814\u7a76\u5458\u3002\u7814\u7a76\u7814\u7a76\u65b9\u5411\u5305\u62ec\u8ba1\u7b97\u7684\u672c\u8d28\u3001\u7b97\u6cd5\u4fe1\u606f\u7406\u8bba\u3001\u590d\u6742\u6027\u7406\u8bba\u548c\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u7840\u3002<\/span><\/section>\n
    \u4e2a\u4eba\u4e3b\u9875\uff1ahttps:\/\/hectorzenil.net\/<\/span><\/section>\n

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

    George F. R. Ellis\uff1a\u81ea\u4e0a\u800c\u4e0b\u7684\u56e0\u679c\u673a\u5236\u5982\u4f55\u6d8c\u73b0\u56e0\u679c\uff1f<\/span><\/strong><\/span><\/h3>\n

    <\/section>\n
    \u5728\u7ed3\u6784\u548c\u56e0\u679c\u7684\u5c42\u6b21\u7ed3\u6784\u4e2d\uff0c\u81ea\u4e0b\u800c\u4e0a<\/span>\uff08bottom-up\uff09<\/span>\u548c\u81ea\u4e0a\u800c\u4e0b<\/span>\uff08top-down\uff09<\/span>\u7684\u56e0\u679c\u90fd\u4f1a\u53d1\u751f\u3002\u5176\u5173\u952e\u7279\u5f81\u4e4b\u4e00\u4fbf\u662f\u9ad8\u5c42\u7ea7\u529f\u80fd\u7684\u591a\u91cd\u5b9e\u73b0\uff0c\u4ee5\u53ca\u7531\u6b64\u4ea7\u751f\u7684\u5bf9\u5e94\u4e8e\u8f83\u9ad8\u5c42\u7ea7\u72b6\u6001\u7684\u8bf8\u591a\u8f83\u4f4e\u5c42\u7ea7\u53d8\u91cf\u7684\u7b49\u4ef7\u7c7b\u3002\u5171\u5b58\u5728\u7740\u4e94\u79cd\u4e3b\u8981\u7684\u81ea\u4e0a\u800c\u4e0b\u7684\u56e0\u679c\u673a\u5236\uff1a\u57fa\u4e8e\u7b97\u6cd5\u7684\uff0c\u57fa\u4e8e\u975e\u81ea\u9002\u5e94\u4fe1\u606f\u63a7\u5236\u7684\uff0c\u57fa\u4e8e\u81ea\u9002\u5e94\u9009\u62e9\u7684\uff0c\u57fa\u4e8e\u81ea\u9002\u5e94\u4fe1\u606f\u63a7\u5236\u7684\uff0c\u4ee5\u53ca\u57fa\u4e8e\u667a\u80fd\u7684\u81ea\u4e0a\u800c\u4e0b\u7684\u56e0\u679c\u673a\u5236<\/span>\uff08\u5373\u4eba\u7c7b\u601d\u7ef4\u5bf9\u73b0\u5b9e\u4e16\u754c\u7684\u5f71\u54cd\uff09<\/span>\u3002\u7406\u89e3\u81ea\u4e0a\u800c\u4e0b\u7684\u56e0\u679c\u5bf9\u4e8e\u5f53\u4eca\u793e\u4f1a\u6709\u91cd\u8981\u5f71\u54cd\u3002\u672c\u6b21\u5206\u4eab\uff0cGeorge F. R. Ellis\u5c06\u7ed9\u5927\u5bb6\u5206\u4eab\u4ecb\u7ecd\u4ed6\u5173\u4e8e\u81ea\u4e0a\u800c\u4e0b\u56e0\u679c\u673a\u5236\u4ee5\u53ca\u8ddf\u56e0\u679c\u6d8c\u73b0\u7684\u5173\u7cfb\u3002<\/span><\/section>\n

    <\/span><\/section>\n
    <\/section>\n
    George F. R. Ellis<\/span><\/strong>\u662f\u5357\u975e\u5f00\u666e\u6566\u5927\u5b66\u5929\u4f53\u7269\u7406\u7814\u7a76\u4e2d\u5fc3\u8363\u8a89\u7814\u7a76\u5458\u548c\u79d1\u5b66\u987e\u95ee\uff0c\u66fe\u4efb\u5357\u975e\u5f00\u666e\u6566\u5927\u5b66\u5929\u4f53\u7269\u7406\u7814\u7a76\u4e2d\u5fc3\u4e3b\u4efb\u548c\u7269\u7406\u5b66\u7cfb\u6559\u6388\u3002\u4ed6\u7684\u7814\u7a76\u9886\u57df\u4e3b\u8981\u5305\u62ec\u5b87\u5b99\u5b66\u3001\u5e7f\u4e49\u76f8\u5bf9\u8bba\u3001\u5929\u4f53\u7269\u7406\u5b66\u548c\u56e0\u679c\u6d8c\u73b0\u7b49\u3002Ellis\u5728\u8fd9\u4e9b\u9886\u57df\u505a\u51fa\u4e86\u8bb8\u591a\u91cd\u8981\u8d21\u732e\uff0c\u4ed6\u7684\u7814\u7a76\u6210\u679c\u88ab\u5e7f\u6cdb\u5f15\u7528\u548c\u5e94\u7528\u4e8e\u5929\u6587\u5b66\u548c\u5b87\u5b99\u5b66\u7814\u7a76\u4e2d\u3002<\/span><\/section>\n
    \u4e2a\u4eba\u4e3b\u9875\uff1ahttp:\/\/math_research.uct.ac.za\/~ellis\/<\/span><\/section>\n

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

    Erik Hoel\uff1a\u4e00\u79cd\u6709\u6548\u7684\u5ea6\u91cf\u56e0\u679c\u5f3a\u5ea6\u7684\u7b97\u6cd5\u6846\u67b6\uff08TBD\uff09<\/span><\/strong><\/span><\/h3>\n

    <\/section>\n
    \u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u662f\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u7684\u6f5c\u529b\u65b9\u5411\uff0c\u4e3a\u610f\u8bc6\u5f62\u6210\u3001\u751f\u547d\u8d77\u6e90\u3001\u96c6\u4f53\u884c\u4e3a\u7b49\u4e00\u7cfb\u5217\u5b8f\u89c2\u6d8c\u73b0\u95ee\u9898\u63d0\u4f9b\u4e86\u65b0\u7684\u7814\u7a76\u601d\u8def\u3002\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u8ba4\u4e3a\uff0c\u5b8f\u89c2\u5c3a\u5ea6\u53ef\u4ee5\u51cf\u5c11\u56e0\u679c\u5173\u7cfb\u4e2d\u7684\u566a\u97f3\uff0c\u4ece\u800c\u5728\u7cfb\u7edf\u7684\u5b8f\u89c2\u5c3a\u5ea6\u4e0a\u5f62\u6210\u66f4\u5f3a\u7684\u56e0\u679c\u5173\u7cfb\u3002\u672c\u6b21\u5206\u4eab\u4e2d\uff0cErik Hoel\u4f1a\u91cd\u70b9\u4ecb\u7ecd\u4e00\u79cd\u7528\u4e8e\u5ea6\u91cf\u56e0\u679c\u5f3a\u5ea6\u7684\u7b97\u6cd5\u6846\u67b6\uff1a\u5373\u6709\u6548\u4fe1\u606f\u6846\u67b6\uff0c\u4ecb\u7ecd\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u4e2d\u5b58\u5728\u7684\u95ee\u9898\uff0c\u4ee5\u53ca\u5c55\u671b\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u7684\u6f5c\u5728\u5e94\u7528\uff0c\u63a2\u8ba8\u672a\u6765\u6709\u6f5c\u529b\u7684\u7814\u7a76\u65b9\u5411\u3002<\/span><\/section>\n

    <\/span><\/section>\n
    <\/section>\n
    Erik Hoel<\/span><\/strong>\uff0c\u5a01\u65af\u5eb7\u661f\u5927\u5b66\u9ea6\u8fea\u900a\u5206\u6821\u535a\u58eb\uff0c\u7f8e\u56fd\u7406\u8bba\u795e\u7ecf\u79d1\u5b66\u5bb6\uff0c\u540c\u65f6\u4e5f\u662f\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u63d0\u51fa\u8005\u4e4b\u4e00\u3002\u4ed6\u81f4\u529b\u4e8e\u8fd0\u7528\u4fe1\u606f\u8bba\u548c\u56e0\u679c\u5206\u6790\u6765\u63a2\u7d22\u610f\u8bc6\u7684\u751f\u7269\u5b66\u57fa\u7840\uff0c\u7406\u89e3\u6d8c\u73b0\u7684\u672c\u8d28\u3002\u7814\u7a76\u95ee\u9898\u4e3a\u5982\u4f55\u5229\u7528\u590d\u6742\u6027\u548c\u4fe1\u606f\u8bba\u6765\u6d4b\u91cf\u610f\u8bc6\u4e0e\u65e0\u610f\u8bc6\u4e4b\u95f4\u7684\u795e\u7ecf\u5dee\u5f02\u3001\u56e0\u679c\u7ed3\u6784\u5982\u4f55\u8de8\u5c3a\u5ea6\u53d8\u5316\u3001\u4fe1\u606f\u8bba\u6307\u6807\u5982\u4f55\u6355\u6349\u548c\u91cf\u5316\u5b8f\u89c2\u5c3a\u5ea6\u4e0a\u7684\u56e0\u679c\u6d8c\u73b0\u3002<\/span><\/section>\n
    \u4e2a\u4eba\u4e3b\u9875\uff1ahttps:\/\/facultyprofiles.tufts.edu\/erik-hoel\u3002<\/span><\/section>\n


    <\/h3>\n

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    <\/section>\n

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      \u82c7\u8349\u667a\u9177\u6210\u7acb\u4e8e2017\u5e749\u6708\uff0c\u5176\u524d\u8eab\u662f\u5df2\u8fd0\u84255\u5e74\u7684\u4e92\u8054\u7f51\u601d\u60f3\u8005\u793e\u533a\u2014\u2014\u7f51\u7edc\u667a\u9177\u3002\u6cd5\u56fd\u601d\u60f3\u5bb6\u5e15\u65af\u5361\u8bf4\uff0c\u201c\u4eba\u662f\u4e00\u682a\u80fd\u601d\u60f3\u7684\u82c7\u8349\u201d\uff0c\u8fd9\u662f7\u4f4d\u521b\u59cb\u5408\u4f19\u4eba\u5c06\u516c\u53f8\u53d6\u540d\u201c\u82c7\u8349\u667a\u9177\u201d\u7684\u8d77\u56e0\uff0c\u4e5f\u662f\u82c7\u8349\u667a\u9177\u672a\u6765\u53d1\u5c55\u7684\u52a8\u529b\u6e90\u6cc9\u3002\u82c7\u8349\u667a\u9177\u81f4\u529b\u4e8e\u6210\u4e3a\u9762\u5411\u672a\u6765\uff0c\u63a2\u8ba8\u6570\u5b57\u7ecf\u6d4e\u3001\u4fe1\u606f\u793e\u4f1a\u3001\u667a\u80fd\u79d1\u6280\u5bf9\u7ecf\u6d4e\u793e\u4f1a\u6587\u5316\u6df1\u8fdc\u5f71\u54cd\u7684\u601d\u60f3\u4ea4\u6d41\u5e73\u53f0\u3002<\/span><\/section>\n

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        <\/section>\n
        \u51ef\u98ce\u516c\u76ca\u57fa\u91d1\u4f1a\u662f\u56fd\u5bb6\u6c11\u653f\u90e8\u4e3b\u7ba1\u7684\u975e\u516c\u52df\u516c\u76ca\u57fa\u91d1\u4f1a\u3002\u4e5f\u662f\u9996\u6279\u7531\u4f01\u4e1a\u53d1\u8d77\u3001\u56fd\u5bb6\u6c11\u653f\u90e8\u6279\u51c6\u8bbe\u7acb\uff0c\u5e76\u7531\u56fd\u5bb6\u6c11\u653f\u90e8\u4f5c\u4e3a\u4e0a\u7ea7\u4e3b\u7ba1\u90e8\u95e8\u7684\u516c\u76ca\u57fa\u91d1\u4f1a\u3002\u51ef\u98ce\u516c\u76ca\u57fa\u91d1\u4f1a\u4e3b\u8981\u901a\u8fc7\u673a\u6784\u5408\u4f5c\u65b9\u5f0f\uff0c\u5bf9\u5728\u5b66\u672f\u7814\u7a76\u3001\u653f\u7b56\u7814\u7a76\u3001\u6559\u80b2\u548c\u516c\u76ca\u5b9e\u8df5\u65b9\u9762\u83b7\u5f97\u91cd\u8981\u6210\u679c\u3001\u5177\u5907\u5b9e\u529b\u548c\u6f5c\u529b\u7684\u5b66\u672f\u7cbe\u82f1\u548c\u516c\u76ca\u7cbe\u82f1\uff0c\u8fdb\u884c\u8d44\u52a9\u548c\u5956\u52b1\uff0c\u8fdb\u800c\u8fbe\u5230\u63d0\u5347\u516c\u5171\u798f\u5229\u3001\u589e\u52a0\u516c\u4f17\u5229\u76ca\u3001\u4f20\u64ad\u516c\u76ca\u601d\u60f3\u7684\u76ee\u7684\u3002<\/span><\/section>\n

        <\/span><\/section>\n
          \n
        • \n
          \n
          Entropy<\/span><\/strong><\/span><\/section>\n<\/section>\n<\/li>\n<\/ul>\n
          <\/section>\n
          Entropy\u671f\u520a\u4e3b\u8981\u53d1\u8868\u71b5\u548c\u4fe1\u606f\u8bba\u7684\u76f8\u5173\u6587\u7ae0\uff0c\u6d89\u53ca\u5b66\u79d1\u9886\u57df\u6709\uff1a\u70ed\u529b\u5b66\u3001\u7edf\u8ba1\u529b\u5b66\u3001\u4fe1\u606f\u8bba\u3001\u751f\u7269\u7269\u7406\u5b66\u3001\u5929\u4f53\u7269\u7406\u5b66\u53ca\u5b87\u5b99\u5b66\u3001\u91cf\u5b50\u4fe1\u606f\u548c\u590d\u6742\u4f53\u7cfb\u7b49\uff0c\u5f53\u524d\u4f4d\u4e8e JCR \u7269\u7406\u591a\u5b66\u79d1\u4e8c\u533a\u3002<\/span><\/section>\n

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          \u56e0\u679c\u6d8c\u73b0\u793e\u533a\u4ecb\u7ecd<\/span><\/strong><\/strong><\/p>\n<\/section>\n

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          <\/section>\n

          <\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n

          <\/section>\n
          \u56e0\u679c\u6d8c\u73b0\u793e\u533a\u7531\u96c6\u667a\u4ff1\u4e50\u90e8\u901a\u8fc7\u7cfb\u5217\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u5b55\u80b2\u5b75\u5316\uff0c\u65e8\u5728\u4fc3\u8fdb\u5b66\u672f\u4ea4\u6d41\u548c\u79d1\u5b66\u521b\u65b0\uff0c\u805a\u7126\u4e8e\u7834\u89e3\u590d\u6742\u79d1\u5b66\u7684\u5723\u676f\u95ee\u9898\uff0c\u4e3a\u56fd\u5185\u5b66\u8005\u548c\u79d1\u5b66\u7231\u597d\u8005\u63d0\u4f9b\u4e00\u4e2a\u5171\u4eab\u548c\u63a2\u7d22\u7684\u5e73\u53f0\uff0c\u63a8\u52a8\u79d1\u5b66\u7814\u7a76\u7684\u53d1\u5c55\u3002<\/span><\/section>\n
          \u7f51\u7ad9\u5730\u5740\uff1ahttps:\/\/www.ce.swarma.org\/<\/span><\/section>\n


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          <\/section>\n

          <\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n

          <\/section>\n
          \u5982\u4f55\u4ece\u4e00\u4e2a\u590d\u6742\u7cfb\u7edf\u7684\u539f\u59cb\u6570\u636e\u4e2d\u53d1\u73b0\u9519\u7efc\u590d\u6742\u7684\u56e0\u679c\u7ed3\u6784\u5e76\u8bc6\u522b\u56e0\u679c\u6d8c\u73b0\uff1f\u5982\u4f55\u5229\u7528\u56e0\u679c\u673a\u5236\u63a8\u65ad\u7cfb\u7edf\u672a\u6765\u7684\u72b6\u6001\u548c\u6f14\u5316\uff1f\u673a\u5668\u5b66\u4e60\u3001\u4e92\u4fe1\u606f\u5206\u89e3\u3001\u56e0\u679c\u63a8\u65ad\u7b49\u65b0\u5174\u6280\u672f\u5c06\u4e3a\u6211\u4eec\u63d0\u4f9b\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002\u7531\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u5f20\u6c5f\u6559\u6388\u4e0e\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u5b66\u9662\u5d14\u9e4f\u526f\u6559\u6388\u5408\u4f5c\u5728Entropy\u6742\u5fd7\u53d1\u8d77\u7684Causality and Complex Systems\u7279\u520a\u6b63\u5728\u5f81\u7a3f\u4e2d\uff0c\u6b22\u8fce\u5bf9\u76f8\u5173\u8bdd\u9898\u611f\u5174\u8da3\u7684\u7814\u7a76\u8005\u6295\u7a3f\u3002<\/span><\/section>\n

          <\/span><\/section>\n
          \u4e3b\u8981\u4fe1\u606f\u5982\u4e0b\uff1a<\/span><\/section>\n
          \u671f\u520a\uff1aEntropy (ISSN 1099-4300)<\/span><\/section>\n
          \u680f\u76ee\uff1a\u590d\u6742\u6027<\/span><\/section>\n
          \u7279\u520a\u4e3b\u9898\uff1a\u56e0\u679c\u5173\u7cfb\u4e0e\u590d\u6742\u7cfb\u7edf\uff08Causality and Complex Systems\uff09<\/span><\/section>\n
          \u5f81\u7a3f\u622a\u6b62\u65e5\u671f\uff1a2023\u5e744\u670825\u65e5<\/span><\/section>\n

          <\/section>\n
          \u901a\u8fc7\u4ee5\u4e0b\u94fe\u63a5\u6216\u6587\u672b\u201c\u9605\u8bfb\u539f\u6587\u201d\u8fdb\u5165\u5b98\u7f51\u67e5\u770b\u66f4\u591a\u4fe1\u606f\uff1a<\/span><\/section>\n
          https:\/\/www.mdpi.com\/journal\/entropy\/special_issues\/causality_complex_systems<\/span><\/section>\n
          <\/span><\/section>\n

          <\/section>\n

          <\/span><\/section>\n
          \u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u8fdb\u5165\u5b98\u7f51\u67e5\u770b\u66f4\u591a\u4fe1\u606f<\/span><\/strong><\/span><\/section>\n

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

          \u5bfc\u8bed \u5728\u590d\u6742\u7cfb\u7edf\u4e2d\uff0c\u56e0\u679c\u5173\u7cfb\u65e0\u5904\u4e0d\u5728\u3002\u4f46\u662f\uff0c\u6211\u4eec\u5982\u4f55\u4ece\u8fd9\u4e9b\u9519\u7efc\u590d\u6742\u7684\u56e0\u679c\u7ed3\u6784\u4e2d\u8bc6\u522b\u56e0\u679c\u6d8c\u73b0\uff0c\u8fdb\u800c\u63a8\u65ad\u672a\u6765\u7684\u6f14\u5316\u72b6\u6001\uff0c\u8fd9\u662f\u4e00\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u96be\u9898\u3002\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u5f20\u6c5f\u6559\u6388\u4e0e\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u5b66\u9662\u5d14\u9e4f\u526f\u6559\u6388\u5728Entropy\u6742\u5fd7\u53d1\u8d77\u4e86Causality and Complex Systems\u7279\u520a\uff0c\u5f15…<\/p>\n","protected":false},"author":0,"featured_media":41435,"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\/41450"}],"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=41450"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/41450\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/41435"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=41450"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=41450"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=41450"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=41450"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}