{"id":25065,"date":"2021-03-28T21:36:45","date_gmt":"2021-03-28T13:36:45","guid":{"rendered":"https:\/\/swarma.org\/?p=25065"},"modified":"2021-03-28T21:36:45","modified_gmt":"2021-03-28T13:36:45","slug":"%e7%bd%91%e7%bb%9c%e9%9b%86%e6%88%90%e7%b3%bb%e7%bb%9f%e7%9a%84%e6%9c%80%e4%bc%98%e6%8e%a7%e5%88%b6-%e5%a4%8d%e6%9d%82%e6%80%a7%e7%a7%91%e5%ad%a6%e9%a1%b6%e5%88%8a%e7%b2%be%e9%80%895%e7%af%87","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=25065","title":{"rendered":"\u7f51\u7edc\u96c6\u6210\u7cfb\u7edf\u7684\u6700\u4f18\u63a7\u5236 | \u590d\u6742\u6027\u79d1\u5b66\u9876\u520a\u7cbe\u90095\u7bc7"},"content":{"rendered":"
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\u96c6\u667a\u6591\u56fe\u9876\u520a\u8bba\u6587\u901f\u9012\u680f\u76ee\u4e0a\u7ebf\u4ee5\u6765\uff0c\u6301\u7eed\u6536\u5f55\u6765\u81ea<\/span>Nature\u3001Science<\/span>\u7b49\u9876\u520a\u7684\u6700\u65b0\u8bba\u6587\uff0c\u8ffd\u8e2a\u590d\u6742\u7cfb\u7edf\u3001\u7f51\u7edc\u79d1\u5b66\u3001\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7b49\u9886\u57df\u7684\u524d\u6cbf\u8fdb\u5c55\u3002\u73b0\u5728\u6b63\u5f0f\u63a8\u51fa\u8ba2\u9605\u529f\u80fd\uff0c\u6bcf\u5468\u901a\u8fc7\u5fae\u4fe1\u670d\u52a1\u53f7\u300c\u96c6\u667a\u6591\u56fe\u300d\u63a8\u9001\u8bba\u6587\u4fe1\u606f\u3002<\/span><\/p>\n


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\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\uff0c\u5173\u6ce8\u201c\u96c6\u667a\u6591\u56fe\u201d\u670d\u52a1\u53f7\uff0c\u5373\u53ef\u8ba2\u9605Complexity Express\uff1a<\/span>             <\/p>\n

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Complexity Express \u4e00\u5468\u8bba\u6587\u7cbe\u9009<\/span><\/strong><\/strong><\/p>\n<\/section>\n

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\u4ee5\u4e0b\u662f2021\u5e743\u670821\u65e5-28\u65e5\u6765\u81eaComplexity Express\u7684\u590d\u6742\u6027\u79d1\u5b66\u8bba\u6587\u7cbe\u9009\u3002\u5982\u679cComplexity Express\u5217\u8868\u4e2d\u6709\u4f60\u611f\u5174\u8da3\u7684\u8bba\u6587\uff0c\u6b22\u8fce\u70b9\u8d5e\u63a8\u8350\uff0c\u6211\u4eec\u4f1a\u4f18\u5148\u7ec4\u7ec7\u89e3\u8bfb~<\/span><\/section>\n

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    \u6709\u6548\u56fe\u63ed\u793a\u751f\u5316\u8c03\u63a7\u548c\u4fe1\u53f7\u4f20\u9012\u4e2d\u7684\u5197\u4f59\u6027\u3001\u6e20\u5316\u6027\u548c\u63a7\u5236\u65b9\u6cd5<\/span><\/strong><\/p>\n<\/li>\n

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    \u7ec6\u83cc\u8d8b\u5316\u7f51\u7edc\u4e0e\u4f18\u5316\u8fc7\u6ee4\u7684\u5173\u7cfb<\/span><\/strong><\/p>\n<\/li>\n

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    scGNN\uff1a\u7528\u4e8e\u5355\u7ec6\u80deRNA\u5e8f\u5217\u5206\u6790\u7684\u56fe\u7f51\u7edc\u6846\u67b6<\/span><\/strong><\/p>\n<\/li>\n<\/ul>\n

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    1.\u7f51\u7edc\u96c6\u6210\u7cfb\u7edf\u7684\u6700\u4f18\u63a7\u5236<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


    <\/section>\n<\/h2>\n
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    \u671f\u520a\u6765\u6e90\uff1aNature Communication<\/em><\/span><\/p>\n

    \u8bba\u6587\u6807\u9898\uff1a<\/span><\/section>\n
    Controlling network ensembles<\/span><\/section>\n
    \u8bba\u6587\u5730\u5740\uff1a<\/span><\/section>\n
    https:\/\/www.nature.com\/articles\/s41467-021-22172-6<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n


    <\/p>\n

    \u5728\u8fd1\u5341\u5e74\u91cc\uff0c\u6211\u4eec\u5bf9\u7cfb\u7edf\u6700\u4f18\u63a7\u5236\u7684\u6570\u503c\u6c42\u89e3\u80fd\u529b\u6709\u4e86\u5f88\u5927\u7684\u63d0\u9ad8\uff0c\u4f46\u8fd9\u901a\u5e38\u9700\u8981\u5047\u5b9a\u5bf9\u76ee\u6807\u7cfb\u7edf\u6709\u5b8c\u5168\u4e86\u89e3\u3002\u867d\u7136\u8fd9\u5bf9\u4e8e\u673a\u68b0\u7cfb\u7edf\u6216\u8bbe\u8ba1\u7cfb\u7edf\u901a\u5e38\u4e0d\u662f\u95ee\u9898\uff0c\u4f46\u751f\u7269\u7cfb\u7edf\u6216\u7f51\u7edc\u5f80\u5f80\u4e0d\u80fd\u6ee1\u8db3\u8be5\u8981\u6c42\u3002\u672c\u5468\u53d1\u8868\u5728 Nature Communications<\/em> \u7684\u4e00\u7bc7\u8bba\u6587\u9a8c\u8bc1\u4e86\u7f51\u7edc\u6700\u4f18\u63a7\u5236\u7684\u6781\u9650\u95ee\u9898\u3002<\/span><\/section>\n
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    \u5bf9\u4e8e\u751f\u7269\u7f51\u7edc\uff0c\u867d\u7136\u53ef\u5bf9\u4efb\u4f55\u7279\u5b9a\u7684\u7cfb\u7edf\u5b9e\u73b0\u5bfc\u51fa\u6700\u4f18\u63a7\u5236\uff0c\u4f46\u5f97\u5230\u7684\u63a7\u5236\u53ea\u5bf9\u8be5\u7cfb\u7edf\u662f\u6700\u4f18\u7684\u3002\u672c\u6587\u8bd5\u56fe\u63a8\u5bfc\u51fa\u53ef\u4ee5\u540c\u65f6\u9002\u7528\u4e8e\u5927\u91cf\u53ef\u80fd\u7cfb\u7edf\u5b9e\u73b0\u4e2d\u4efb\u4f55\u4e00\u79cd\u7684\u6700\u4f18\u63a7\u5236\u3002\u8fd9\u4ecd\u662f\u4e00\u4e2a\u57fa\u7840\u5f00\u653e\u95ee\u9898\uff1a\u6700\u4f18\u63a7\u5236\u5982\u4f55\u5e94\u7528\u4e8e\u53d7\u4e0d\u786e\u5b9a\u6027\u5f71\u54cd\u7684\u7cfb\u7edf\u548c\u7f51\u7edc\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    \u672c\u6587\u5c06\u5f00\u73af\u63a7\u5236\u5e94\u7528\u4e8e\u4e00\u4e2a\u4e0d\u786e\u5b9a\u7cfb\u7edf\uff0c\u5e76\u627f\u62c5\u9002\u5e94\u4e0d\u786e\u5b9a\u6027\u800c\u589e\u52a0\u7684\u6210\u672c\u3002\u4e0e\u7cfb\u7edf\u8bc6\u522b\u6216\u5b66\u4e60\u7b49\u5e38\u89c4\u65b9\u6cd5\u4e0d\u540c\uff0c\u672c\u6587\u5bf9\u6700\u4f18\u63a7\u5236\u89e3\u51b3\u65b9\u6848\u5982\u4f55\u968f\u7cfb\u7edf\u4e0d\u786e\u5b9a\u6027\u7684\u589e\u52a0\u800c\u53d8\u5316\u8fdb\u884c\u4e86\u7814\u7a76\uff0c\u8ba1\u7b97\u4e86\u4e24\u8005\u7684\u6bd4\u4f8b\u5173\u7cfb\u3002\u6211\u4eec\u7684\u7ed3\u679c\u53ef\u7528\u4e8e\u96be\u4ee5\u8bc6\u522b\u7684\u7cfb\u7edf\u548c\u7f51\u7edc\uff0c\u5982\u751f\u7269\u65f6\u95f4\u6f14\u5316\u7cfb\u7edf\u3002<\/span><\/section>\n
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    \u4e3e\u4e2a\u4f8b\u5b50\u6765\u8bf4\u660e\u672c\u6587\u5206\u6790\u6240\u9002\u7528\u7684\u60c5\u51b5\uff0c\u60f3\u8c61\u8bd5\u56fe\u63a7\u5236\u4e00\u4e2a\u751f\u7269\u7f51\u7edc\uff0c\u5176\u4e2d\u67d0\u4e9b\u8fde\u63a5\u662f\u5df2\u77e5\u7684\uff0c\u5e76\u4ee5\u5b9e\u9a8c\u624b\u6bb5\u52a0\u4ee5\u8868\u5f81\uff0c\u5176\u5b83\u8fde\u63a5\u5219\u672a\u77e5\u3002\u4f8b\u5982\uff0c\u4e0d\u786e\u5b9a\u7ed9\u5b9a\u7684\u8282\u70b9\u5bf9\u662f\u5426\u8fde\u63a5\uff0c\u56e0\u6b64\u7f51\u7edc\u53ef\u80fd\u5b58\u5728\u8bb8\u591a\u4e0d\u540c\u7684\u7ed3\u6784\u3002\u672c\u6587\u63cf\u8ff0\u7684\u65b9\u6cd5\u5728\u63a7\u5236\u4e2d\u5408\u5e76\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\uff0c\u8bd5\u56fe\u8bbe\u8ba1\u4e00\u4e2a\u9002\u7528\u4e8e\u6240\u6709\u53ef\u80fd\u7684\u7f51\u7edc\u7ed3\u6784\u7684\u63a7\u5236\u89e3\u51b3\u65b9\u6848\u3002\u7c7b\u4f3c\u5730\uff0c\u6211\u4eec\u53ef\u4ee5\u5904\u7406\u5176\u5b83\u4e0d\u786e\u5b9a\u6027\u6765\u6e90\uff0c\u5982\u4e0e\u7f51\u7edc\u8fde\u63a5\u76f8\u5173\u7684\u6743\u503c\u3002<\/span><\/section>\n
     <\/span><\/section>\n
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    \u67d0\u4e2a\u7f51\u7edc\u96c6\u6210\uff0c\u5404\u8fb9\u7684\u6743\u91cd\u5177\u6709\u4e0d\u540c\u7684\u5206\u5e03<\/span><\/section>\n
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    2.\u57fa\u4e8e\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u5f00\u53d1<\/strong><\/p>\n

    \u9ad8\u6548\u7684\u989c\u8272\u547d\u540d\u7cfb\u7edf<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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    \u671f\u520a\u6765\u6e90\uff1a<\/span>PNAS<\/span><\/em><\/p>\n

    \u8bba\u6587\u6807\u9898\uff1a<\/span><\/section>\n
    Communicating artificial neural networks develop efficient color-naming systems<\/span><\/section>\n
    \u8bba\u6587\u5730\u5740\uff1a<\/span><\/section>\n
    https:\/\/www.pnas.org\/content\/118\/12\/e2016569118<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n


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    \u5355\u8bcd\u5c06\u6211\u4eec\u7684\u4e16\u754c\u5212\u5206\u4e3a\u8bed\u4e49\u7c7b\u522b\u3002 \u8d8a\u6765\u8d8a\u591a\u7684\u8bc1\u636e\u8868\u660e\uff0c\u5c3d\u7ba1\u8fd9\u4e9b\u7c7b\u522b\u5728\u4e0d\u540c\u8bed\u8a00\u4e4b\u95f4\u5dee\u5f02\u5f88\u5927\uff0c\u4f46\u5b83\u4eec\u5374\u53d7\u5230\u666e\u904d\u6027\u7ea6\u675f\u7684\u5f71\u54cd\uff0c\u4ecd\u4ee5\u6700\u5927\u7a0b\u5ea6\u63d0\u9ad8\u4ea4\u6d41\u51c6\u786e\u6027\uff0c\u540c\u65f6\u53c8\u5c06\u590d\u6742\u6027\u964d\u5230\u6700\u4f4e\u3002\u7740\u773c\u4e8e\u7ecf\u8fc7\u5145\u5206\u7814\u7a76\u7684\u989c\u8272\u57df\uff0c\u7814\u7a76\u4eba\u5458\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u8bad\u7ec3\u7684\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff0c\u57fa\u4e8e\u8fa8\u8bc6\u6e38\u620f\u5f00\u53d1\u51fa\u901a\u8baf\u7cfb\u7edf\u3002\u5b9e\u73b0\u5176\u5728\u51c6\u786e\u6027\/\u590d\u6742\u5ea6\u5e73\u9762\u4e0a\u7684\u5206\u5e03\u4e0e\u4eba\u7c7b\u8bed\u8a00\u7684\u5206\u5e03\u7d27\u5bc6\u5339\u914d\u3002<\/strong><\/span><\/section>\n
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    \u7814\u7a76\u4eba\u5458\u901a\u8fc7\u4f7f\u7528\u201c\u6a21\u7ccac\u5747\u503c\u201d<\/span>\uff08fuzzy c-means\uff0cFCM\uff09<\/span>\u8f6f\u805a\u7c7b\u7b97\u6cd5\u5212\u5206\u989c\u8272\u7a7a\u95f4\uff0c\u5e76\u5c06\u805a\u7c7b\u6807\u7b7e\u89c6\u4e3a\u989c\u8272\u540d\u79f0\uff0c\u6765\u751f\u6210\u5176\u4ed6\u547d\u540d\u7cfb\u7edf\u3002\u968f\u540e\uff0c\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u6539\u53d8\u7c07\u6570\u8d85\u53c2\u6570\u6765\u83b7\u5f97\u4e0d\u540c\u7684\u7cfb\u7edf\uff0c\u5e76\u6700\u7ec8\u7ec4\u5efa\u8fa8\u8bc6\u6e38\u620f\u3002<\/span><\/section>\n
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    \u4eba\u4eec\u6ca1\u6709\u76f4\u63a5\u8bc1\u636e\u8868\u660e\u6211\u4eec\u7956\u5148\u7684\u8bed\u8a00\u662f\u5982\u4f55\u79bb\u6563\u7684\uff0c\u4ee5\u53ca\u8fd9\u5982\u4f55\u5f71\u54cd\u8bed\u4e49\u5206\u7c7b\u7684\u7ed3\u6784\u3002\u4f46\u662f\uff0c\u672c\u9879\u8ba1\u7b97\u7ed3\u679c\u4e3a\u5f53\u4ee3\u4eba\u7c7b\u7684\u5b9e\u9a8c\u94fa\u5e73\u4e86\u9053\u8def\uff0c\u63a2\u8ba8\u4e86\u901a\u4fe1\u7cfb\u7edf\u4e2d\u8fde\u7eed\/\u79bb\u6563\u7684\u8fc7\u6e21\u5982\u4f55\u5f71\u54cd\u4fe1\u606f\u4ea4\u6362\u7684\u672c\u8d28<\/strong>\u3002\u901a\u8fc7\u4f7f\u7528\u6b64\u6846\u67b6\uff0c\u7814\u7a76\u4eba\u5458\u5e0c\u671b\u80fd\u591f\u8bbe\u8ba1\u5b9e\u9a8c\u6765\u63a2\u7a76\u79bb\u6563\u6027\u4e0e\u6c9f\u901a\u6548\u7387\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u4ece\u800c\u6700\u7ec8\u52a0\u6df1\u6211\u4eec\u5bf9\u8bed\u8a00\u6548\u7387\u6839\u6e90\u7684\u7406\u89e3\u3002<\/span><\/section>\n
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    3.\u6709\u6548\u56fe\u63ed\u793a\u751f\u5316\u8c03\u63a7\u548c\u4fe1\u53f7\u4f20\u9012\u4e2d\u7684<\/strong><\/p>\n

    \u5197\u4f59\u6027\u3001\u6e20\u5316\u6027\u548c\u63a7\u5236\u65b9\u6cd5<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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    \u671f\u520a\u6765\u6e90\uff1a<\/span>PNAS<\/span><\/em><\/p>\n

    \u8bba\u6587\u6807\u9898\uff1a<\/span><\/section>\n
    The effective graph reveals redundancy, canalization, and control pathways in biochemical regulation and signaling<\/span><\/section>\n
    \u8bba\u6587\u5730\u5740\uff1a<\/span><\/section>\n
    https:\/\/www.pnas.org\/content\/118\/12\/e2022598118<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n


    <\/p>\n

    \u8d8a\u6765\u8d8a\u591a\u7684\u8bc1\u636e\u8868\u660e\u751f\u5316\u7b49\u56e0\u7d20\u4e4b\u95f4\u7684\u975e\u7ebf\u6027\u4f5c\u7528\u65e0\u5904\u4e0d\u5728\uff0c\u6bd4\u5982\u7ec6\u80de\u7684\u4fe1\u53f7\u4f20\u5bfc\u3001\u57fa\u56e0\u8c03\u8282\u7b49\uff0c\u4f46\u662f\u751f\u5316\u8c03\u63a7\u5374\u65e0\u6cd5\u5f88\u597d\u6765\u8be0\u91ca\u8fd9\u4e9b\u76f8\u4e92\u4f5c\u7528\u5728\u751f\u5316\u7f51\u7edc\u4e0a\u7684\u56e0\u679c\u5173\u7cfb\u3002\u7528\u6765\u5efa\u6a21\u63cf\u8ff0\u8fd9\u7c7b\u56e0\u679c\u76f8\u4e92\u4f9d\u5b58\u7684\u975e\u7ebf\u6027\u52a8\u529b\u5b66\u7684\u6700\u7b80\u5355\u7684\u65b9\u6cd5\u5c31\u662f\u591a\u5143\u79bb\u6563\u52a8\u529b\u7cfb\u7edf<\/span>\uff08automata networks\uff09<\/span>\uff0c\u4e5f\u79f0\u4e3a\u81ea\u52a8\u673a\u7f51\u7edc\u3002\u5728\u8fd9\u5176\u4e2d\uff0c\u5e03\u5c14\u7f51\u7edc<\/strong><\/span>\uff08Boolean networks\uff09<\/span>\uff0c\u5373\u6bcf\u4e2a\u8282\u70b9\u53ea\u6709\u201c\u5f00\u201d\u548c\u201c\u5173\u201d\u4e24\u79cd\u72b6\u6001\u5e76\u4e14\u81ea\u8eab\u8282\u70b9\u72b6\u6001\u7531\u76f8\u90bb\u8282\u70b9\u7684\u72b6\u6001\u51b3\u5b9a\u7684\u7f51\u7edc\uff0c\u5728\u7ec6\u80de\u4fe1\u53f7\u4f20\u9012\u3001\u6297\u764c\u836f\u7269\u53cd\u5e94\u3001\u795e\u7ecf\u5143\u52a8\u4f5c\u7535\u4f4d\u7b49\u65b9\u9762\u5e94\u7528\u5e7f\u6cdb\u3002\u6b64\u5916\uff0c\u5e03\u5c14\u7f51\u7edc\u8fd8\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4fbf\u6377\u7684\u5efa\u6a21\u6846\u67b6\u6765\u63ed\u793a\u590d\u6742\u7cfb\u7edf\u7684\u4e00\u822c\u5c5e\u6027\uff0c\u5982\u81ea\u7ec4\u7ec7\u3001\u4e34\u754c\u6027\u3001\u56e0\u679c\u5173\u7cfb\u3001\u9c81\u68d2\u6027\u548c\u53ef\u6f14\u5316\u6027\u7b49\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    <\/section>\n
     <\/span><\/section>\n
    \u751f\u5316\u8c03\u63a7\u548c\u4fe1\u606f\u4f20\u5bfc\u793a\u4f8b\uff1a\u8eab\u4f53\u53d7\u4f24\u65f6\u5927\u8111\u5982\u4f55\u63a5\u53d7\u201c\u53d7\u4f24\u201d\u4fe1\u53f7<\/span><\/section>\n
     <\/span><\/section>\n
    \u7136\u800c\uff0c\u4f20\u7edf\u7684\u4ee5\u5e03\u5c14\u7f51\u7edc\u4e3a\u4ee3\u8868\u7684\u4e8c\u5143\u76f8\u4e92\u4f5c\u7528\u56fe\u4e0d\u80fd\u51c6\u786e\u5730\u8868\u793a\u8fd9\u4e9b\u591a\u5143\u7cfb\u7edf\u7684\u4e00\u4e2a\u91cd\u8981\u52a8\u529b\u5b66\u7279\u5f81\uff1a\u73b0\u5b9e\u4e2d\u751f\u5316\u7f51\u7edc\u4e2d\u7edd\u5927\u90e8\u5206\u7684\u751f\u5316\u8282\u70b9<\/span>\uff08biochemical node\uff09<\/span>\u7684\u72b6\u6001\u5bf9\u8bb8\u591a\u52a8\u6001\u7684\u8f93\u5165\u6270\u52a8\u90fd\u662f\u9c81\u68d2\u7684\uff0c\u4ec5\u5bf9\u5c11\u6570\u51e0\u7c7b\u6270\u52a8\u5448\u73b0\u9ad8\u5ea6\u54cd\u5e94\u3002\u8fd9\u79cd\u52a8\u6001\u5197\u4f59\u6027<\/span>\uff08redundancy\uff09<\/span>\u662f\u5e03\u5c14\u7f51\u7edc\u7684\u666e\u904d\u7279\u5f81\u4e4b\u4e00\uff0c\u8fd9\u79cd\u76f8\u4e92\u4f5c\u7528\u7684\u5f02\u8d28\u6027\u76ee\u524d\u5df2\u88ab\u5e94\u7528\u4e8e\u7814\u7a76\u751f\u7269\u590d\u6742\u6027\u4e2d\u7684\u6e20\u5316<\/span>\uff08canalization\uff09<\/span>\u2014\u2014\u63cf\u8ff0\u751f\u7269\u4f53\u7528\u4e8e\u7f13\u51b2\u53d1\u80b2\u3001\u8c03\u8282\u548c\u8fdb\u5316\u4ee5\u62b5\u5fa1\u6270\u52a8\u7684\u673a\u5236\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    <\/section>\n
    \u4e0a\u56feA\u4e3a\u62df\u5357\u82a5\u5e03\u5c14\u7f51\u7edc\u6a21\u578b\uff0cB\u4e3a\u6709\u6548\u56fe\u6a21\u578b\uff0cC\u4e3a\u9608\u503c\u6709\u6548\u56fe\u6a21\u578b<\/span><\/section>\n
     <\/span><\/section>\n
    \u8fd1\u65e5\u53d1\u8868\u5728 PNAS<\/em> \u4e0a\u7684\u4e00\u9879\u7814\u7a76\u4e3a\u4e86\u66f4\u597d\u5730\u6355\u6349\u751f\u5316\u8c03\u63a7\u548c\u4fe1\u53f7\u4f20\u5bfc\u7684\u529f\u80fd\u76f8\u5173\u4fe1\u606f\uff0c\u8be5\u9879\u7814\u7a76\u5f15\u5165\u6709\u6548\u56fe\uff08effective graph\uff09<\/strong>\u2014\u2014\u4e00\u4e2a\u9002\u7528\u4e8e\u751f\u5316\u7f51\u7edc\u8c03\u63a7\u3001\u4fe1\u53f7\u4f20\u9012\uff0c\u548c\u751f\u5316\u8c03\u63a7\u6355\u6349\u975e\u7ebf\u6027\u903b\u8f91\u5197\u4f59\u7684\u52a0\u6743\u56fe\u3002\u9879\u76ee\u91c7\u752878\u4e2a\u6765\u81ea\u7cfb\u7edf\u751f\u7269\u5b66\u5b9e\u9a8c\u9a8c\u8bc1\u6a21\u578b\uff0c\u7ed3\u679c\u663e\u793a\uff1a\uff081\uff09\u5197\u4f59\u6027\u666e\u904d\u5b58\u5728\u751f\u7269\u7684\u751f\u5316\u8c03\u63a7\u6a21\u578b\uff1b\uff082\uff09\u6709\u6548\u56fe\u662f\u4e00\u79cd\u5229\u7528\u6982\u7387\u4f46\u53c8\u80fd\u7cbe\u786e\u63cf\u8ff0\u591a\u5143\u52a8\u6001\u56e0\u679c\u56fe\u7684\u5f62\u5f0f\uff1b\uff083\uff09\u6709\u6548\u56fe\u5c31\u52a8\u6001\u6270\u52a8\u63a7\u5236\u4fe1\u53f7\u5728\u751f\u5316\u9014\u5f84\u4f20\u64ad\u63d0\u4f9b\u4e86\u7cbe\u51c6\u7684\u89e3\u91ca\u3002\u603b\u4e4b\uff0c\u8be5\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u6709\u6548\u56fe\u4e3a\u7f51\u7edc\u591a\u5143\u56e0\u679c\u4ea4\u4e92\u7ed3\u6784\u548c\u52a8\u529b\u5b66\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u8865\u5145\u63cf\u8ff0\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    <\/section>\n

    \u4e0a\u56fe\u4e3a\u9488\u5bf9ER+\u4e73\u817a\u764cBN\u6a21\u578b\u7684\u7814\u7a76\u3002A\u4e3aER+\u4e73\u817a\u764c\u7684BN\u6a21\u578b\u6709\u6548\u56fe\u7684\u5206\u5c42\u7ed8\u5236\uff0cB\u4e3a\u6761\u4ef6\u6709\u6548\u56fe\uff0cC\u4e3a\u6270\u52a8\u5bf9\u6a21\u578b\u4e2d7\u79cd\u836f\u7269\u5404\u81ea\u7684\u6269\u6563\u52a8\u529b\u5b66\u548c\u7f51\u7edc\u6709\u6548\u53ef\u8fbe\u6bd4\u4f8b\uff0cD\u4e3a\u836f\u7269\u53d8\u91cf\u51fa\u8fb9\u7684\u6709\u6548\u6027\u3002<\/span><\/p>\n


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

    \n
    \n
    \n
    \n
    \n

    4.\u7ec6\u83cc\u8d8b\u5316\u7f51\u7edc\u4e0e\u4f18\u5316\u8fc7\u6ee4\u7684\u5173\u7cfb<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


    <\/section>\n<\/h2>\n
    <\/section>\n
    \n
    \n
    \n

    \u671f\u520a\u6765\u6e90\uff1aPhysical Review Letters<\/em><\/span><\/p>\n

    \u8bba\u6587\u6807\u9898\uff1a<\/span><\/section>\n
    Connection between the Bacterial Chemotactic Network and Optimal Filtering<\/span><\/section>\n
    \u8bba\u6587\u5730\u5740\uff1a<\/span><\/section>\n
    https:\/\/pattern.swarma.org\/paper?id=4295d282-8c36-11eb-82a7-0242ac170009<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n


    <\/p>\n

    \u5927\u80a0\u6746\u83cc\u7684\u8d8b\u5411\u6027\u8fd0\u52a8\u7f51\u7edc\uff0c\u4f8b\u5982\u6cbf\u7740\u98df\u7269\u6d53\u5ea6\u7684\u5206\u5e03\uff0c\u5728\u751f\u7269\u7269\u7406\u53ca\u4fe1\u606f\u8bba\u4e2d\uff0c\u90fd\u88ab\u5e7f\u6cdb\u7814\u7a76\uff0c\u7136\u800c\uff0c\u4e24\u8005\u4e4b\u95f4\u7684\u8054\u7cfb\u4ecd\u7136\u4e0d\u4e3a\u4eba\u77e5\u30022021\u5e743\u670823\u65e5\u7684\u4e00\u7bc7 Physical Review Letters<\/em> \u7684\u8bba\u6587\uff0c\u6307\u51fa\u7ec6\u83cc\u7684\u6700\u4f18\u8d8b\u5411\u6027\u8fd0\u52a8\u7684\u65b9\u5411\uff0c\u662f\u6cbf\u7740\u5305\u542b\u566a\u97f3\u7684\u4fe1\u53f7\u4e2d\uff0c\u914d\u4f53\u68af\u5ea6\u6307\u6570\u53d8\u5316\u7684\u65b9\u5411\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    \u8be5\u7814\u7a76\u8fd8\u6307\u51fa\uff0c\u6807\u51c6\u7684\u7528\u6765\u6a21\u62df\u5927\u80a0\u6746\u83cc\u8d8b\u5411\u6027\u8fd0\u52a8\u7684\u751f\u7269\u7269\u7406\u6a21\u578b\uff0c\u7b49\u4ef7\u4e8e\u4fe1\u606f\u8bba\u4e0a\u7684\u6700\u4f18\u5316\u6a21\u578b\u3002\u8fd9\u610f\u5473\u7740\u5927\u80a0\u6746\u83cc\u7ec4\u6210\u7684\u751f\u5316\u7f51\u7edc\uff0c\u88ab\u8bbe\u8ba1\u5730\u53ef\u4ee5\u6700\u9ad8\u6548\u7684\u65b9\u5f0f\uff0c\u6cbf\u7740\u6307\u6570\u53d8\u5316\u7684\u68af\u5ea6\uff0c\u63d0\u53d6\u5305\u542b\u566a\u97f3\u7684\u73af\u5883\u4e0b\uff0c\u7cbe\u786e\u7684\u63d0\u53d6\u4e24\u70b9\u4e4b\u95f4\u7684\u4fe1\u606f\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    <\/section>\n
    \u5b9e\u9a8c\u7684\u7ed3\u679c\u548c\u6700\u4f18\u7406\u8bba\u9884\u6d4b\u7684\u7ed3\u679c\u662f\u4e00\u81f4\u7684<\/span><\/section>\n
     <\/span><\/section>\n
    \u8be5\u7814\u7a76\u7684\u65b9\u6cd5\uff0c\u8fd8\u53ef\u4ee5\u88ab\u5e94\u7528\u5230\u5305\u542b\u5f02\u901f\u751f\u957f\u4e0e\u8d1f\u53cd\u9988\u7684\u5176\u4ed6\u611f\u77e5\u7cfb\u7edf\u4e2d\uff0c\u4f8b\u5982\u8868\u76ae\u751f\u957f\u56e0\u5b50\u6216\u89c6\u89c9\u53d7\u4f53\u3002\u901a\u8fc7\u8fdb\u4e00\u6b65\u5b9e\u9a8c\uff0c\u80fd\u591f\u8fdb\u4e00\u6b65\u8bba\u8bc1\u6700\u4f18\u8fc7\u6ee4\u6a21\u578b\u7684\u666e\u904d\u6027\uff0c\u4ece\u800c\u6307\u51fa\u5373\u4f7f\u662f\u770b\u8d77\u6765\u6ca1\u6709\u667a\u6167\u7684\u7cfb\u7edf\uff0c\u4e5f\u80fd\u591f\u4ee5\u6700\u4f18\u7684\u65b9\u5f0f\u63d0\u53d6\u4fe1\u606f<\/span><\/section>\n
     <\/span><\/section>\n
     <\/span><\/section>\n

    \n
    \n
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    5.scGNN\uff1a<\/strong><\/p>\n

    \u7528\u4e8e\u5355\u7ec6\u80deRNA\u5e8f\u5217\u5206\u6790\u7684\u56fe\u7f51\u7edc\u6846\u67b6<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


    <\/section>\n<\/h2>\n
    <\/section>\n
    \n
    \n
    \n

    \u671f\u520a\u6765\u6e90\uff1a<\/span>Nature Communications<\/span><\/em><\/p>\n

    \u8bba\u6587\u6807\u9898\uff1a<\/span><\/section>\n
    scGNN is a novel graph neural network framework for single-cell RNA-Seq analyses<\/span><\/section>\n
    \u8bba\u6587\u5730\u5740\uff1a<\/span><\/section>\n
    https:\/\/www.nature.com\/articles\/s41467-021-22197-x<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n


    <\/p>\n

    \u5355\u7ec6\u80deRNA\u6d4b\u5e8f<\/span>\uff08scRNA-Seq\uff09<\/span>\u6280\u672f\u53ef\u4ee5\u6d4b\u91cf\u5355\u4e2a\u7ec6\u80de\u4e2d\u8f6c\u5f55\u7ec4\u8303\u56f4\u5185\u7684\u57fa\u56e0\u8868\u8fbe\uff0c\u8fd9\u5bf9\u4e8e\u8bc6\u522b\u7ec6\u80de\u7c7b\u578b\u4fc3\u3001\u63a8\u65ad\u7ec6\u80de\u7fa4\u4f53\u7684\u6392\u5217\u4ee5\u53ca\u7a81\u51fa\u4f53\u7ec6\u80de\u514b\u9686\u7ed3\u6784\u81f3\u5173\u91cd\u8981\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u63ed\u793a\u7ec4\u7ec7\u3001\u751f\u7269\u548c\u590d\u6742\u75be\u75c5\u7684\u5f02\u8d28\u6027\u548c\u52a8\u529b\u5b66\u3002\u7136\u800c\u7531\u4e8escRNA-Seq\u6570\u636e\u5206\u5e03\u7684\u590d\u6742\u6027\u548c\u4e0d\u786e\u5b9a\u6027\uff0c\u5bf9\u5176\u8fdb\u884c\u5206\u6790\u662f\u5145\u6ee1\u6311\u6218\u7684\u3002\u76ee\u524d\u5df2\u6709\u7684\u5de5\u4f5c\uff0c\u5982Phenograph\u3001MAGIC\uff0c\u53ef\u80fd\u8fc7\u5ea6\u7b80\u5316\u4e86\u7ec6\u80de\u7fa4\u4f53\u95f4\u7684\u590d\u6742\u5173\u7cfb\uff0c\u56e0\u800c\u65e0\u6cd5\u5bf9\u5176\u8fdb\u884c\u5f88\u597d\u7684\u63cf\u8ff0\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    <\/section>\n
    scGNN\u7684\u7ed3\u6784<\/span><\/section>\n

    <\/span><\/section>\n
    3\u670825\u65e5\u53d1\u8868\u5728 Nature Communications <\/em>\u4e0a\u7684\u4e00\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3ascGNN\u7684\u6846\u67b6\uff0c\u5f15\u5165\u4e86\u56fe\u795e\u7ecf\u7f51\u7edc<\/span>\uff08GNN\uff09<\/span>\u6765\u63cf\u8ff0\u7ec6\u80de\u95f4\u7684\u5173\u7cfb\uff0c\u4ece\u800c\u5bf9scRNA-Seq\u8fdb\u884c\u5206\u6790\u3002scGNN\u96c6\u6210\u4e86\u4e09\u4e2a\u591a\u6a21\u81ea\u7f16\u7801\u5668\uff0c\u5e76\u5728\u56db\u4e2ascRNA-Seq\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\u7684\u7ed3\u679c\u3002\u5728\u4e00\u9879\u963f\u5c14\u5179\u6d77\u9ed8\u75c7\u76f8\u5173\u7814\u7a76\u4e2d\uff0cscGNN\u6210\u529f\u5730\u8bf4\u660e\u4e86\u4e0e\u75be\u75c5\u76f8\u5173\u7684\u795e\u7ecf\u53d1\u80b2\u53ca\u5176\u4e0d\u540c\u7684\u673a\u5236\u3002scGNN\u63d0\u4f9b\u4e86\u4e00\u79cd\u6709\u6548\u8868\u793a\u57fa\u56e0\u8868\u8fbe\u548c\u7ec6\u80de\u95f4\u5173\u7cfb\u7684\u65b9\u6cd5\uff0c\u662f\u53ef\u4ee5\u5e94\u7528\u4e8escRNA-Seq\u5206\u6790\u7684\u5f3a\u5927\u6846\u67b6\u3002<\/span><\/section>\n

    <\/section>\n

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

    <\/section>\n
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    <\/svg><\/section>\n<\/section>\n<\/section>\n
    \n

    \u96c6\u667a\u65b0\u680f\u76eeComplexity Express \u4e0a\u7ebf\u5566\uff01<\/span><\/strong><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

    \n

    <\/section>\n

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

    <\/section>\n
    \n
    Complex World, Simple Rules.<\/span><\/section>\n
    \u590d\u6742\u4e16\u754c\uff0c\u7b80\u5355\u89c4\u5219\u3002<\/section>\n<\/blockquote>\n
    \u590d\u6742\u6027\u79d1\u5b66<\/span>\uff08Complexity Science\uff09<\/span>\u662f\u96c6\u667a\u4ff1\u4e50\u90e8\u591a\u5e74\u4ee5\u6765\u7684\u4e3b\u9898\uff0c\u6211\u4eec\u957f\u671f\u8ffd\u8e2a\u5173\u4e8e\u81ea\u7136\u3001\u751f\u547d\u3001\u793e\u4f1a\u3001\u8ba4\u77e5\u7b49\u5404\u7c7b\u590d\u6742\u7cfb\u7edf\u7684\u7814\u7a76\u8fdb\u5c55\uff0c\u5e76\u7ec4\u7ec7\u5b66\u672f\u7814\u8ba8\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    \u540c\u65f6\u7531\u4e8e\u5b66\u79d1\u4ea4\u53c9\u878d\u5408\uff0c\u5927\u91cf\u9488\u5bf9\u590d\u6742\u7cfb\u7edf\u7684\u7814\u7a76\u6210\u679c\u6563\u843d\u5728\u4eba\u5de5\u667a\u80fd\u3001\u7edf\u8ba1\u7269\u7406\u3001\u7f51\u7edc\u79d1\u5b66\u3001\u6570\u636e\u79d1\u5b66\u3001\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u3001\u751f\u547d\u79d1\u5b66\u3001\u8ba4\u77e5\u79d1\u5b66\u7b49\u7b49\u4e0d\u540c\u9886\u57df\u7684\u671f\u520a\u4f1a\u8bae\u4e2d\uff0c\u7f3a\u4e4f\u6574\u5408\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    \u4e3a\u4e86\u8ba9\u5927\u5bb6\u80fd\u53ca\u65f6\u628a\u63e1\u590d\u6742\u7cfb\u7edf\u9886\u57df\u91cd\u8981\u7684\u7814\u7a76\u8fdb\u5c55\uff0c\u6211\u4eec\u9686\u91cd\u63a8\u51fa\u300cComplexity Express\u300d\u670d\u52a1\uff0c\u6c47\u603b\u590d\u6742\u7cfb\u7edf\u7684\u6700\u65b0\u9876\u520a\u8bba\u6587\u3002<\/span><\/strong><\/section>\n
     <\/span><\/section>\n

    \n
    Complexity Express \u662f\u4ec0\u4e48\uff1f<\/span><\/strong><\/span><\/section>\n

    <\/section>\n<\/h4>\n
    Complexity Express \u6bcf\u5929\u722c\u53d6\u590d\u6742\u7cfb\u7edf\u9886\u57df\u6700\u65b0\u53d1\u8868\u7684\u9876\u520a\u8bba\u6587\uff0c\u6bcf\u5468\u901a\u8fc7\u201c\u96c6\u667a\u6591\u56fe\u201d\u670d\u52a1\u53f7\u6c47\u603b\u63a8\u9001\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    \u8fdb\u5165 Complexity Express \u9875\u9762\u5373\u53ef\u968f\u65f6\u67e5\u770b\u9876\u520a\u8bba\u6587\u66f4\u65b0\uff0c\u4f60\u4e5f\u53ef\u4ee5\u901a\u8fc7\u5fae\u4fe1\u63a5\u6536\u7814\u7a76\u66f4\u65b0\u63a8\u9001\u548c\u4e00\u5468\u6c47\u603b\u3002<\/span><\/section>\n

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

    \n

    <\/section>\n
    Complexity Express \u4e3a\u8c01\u670d\u52a1\uff1f<\/span><\/strong><\/span><\/section>\n

    <\/section>\n<\/h4>\n
    <\/p>\n
      \n
    • \n

      \u5982\u679c\u4f60\u662f\u590d\u6742\u7cfb\u7edf\u9886\u57df\u7684\u7814\u7a76\u8005\uff0c\u53ef\u83b7\u5f97\u91cd\u8981\u8bba\u6587\u4e0a\u7ebf\u901a\u77e5\uff0c\u6bcf\u5468\u83b7\u53d6\u6700\u65b0\u9876\u520a\u8bba\u6587\u6c47\u603b\u3002<\/p>\n<\/li>\n

    • \n

      \u5982\u679c\u4f60\u662f\u590d\u6742\u7cfb\u7edf\u9886\u57df\u7684\u5b66\u4e60\u8005\uff0c\u53ef\u4e86\u89e3\u5b66\u754c\u5173\u6ce8\u7684\u524d\u6cbf\u95ee\u9898\uff0c\u628a\u63e1\u4e13\u4e1a\u53d1\u5c55\u8109\u7edc\u3002<\/p>\n<\/li>\n

    • \n

      \u5982\u679c\u4f60\u662f\u4f20\u7edf\u7684\u751f\u547d\u79d1\u5b66\u3001\u793e\u4f1a\u79d1\u5b66\u7b49\u5b66\u79d1\u4e2d\u7684\u7814\u7a76\u8005\/\u5b66\u4e60\u8005\uff0c\u53ef\u4ee5\u4ece\u590d\u6742\u6027\u79d1\u5b66\u548c\u8de8\u5b66\u79d1\u7814\u7a76\u4e2d\u83b7\u5f97\u7075\u611f\u542f\u53d1\u3002<\/p>\n<\/li>\n

    • \n
      \u5982\u679c\u4f60\u662f\u5173\u6ce8\u524d\u6cbf\u7814\u7a76\u53d1\u73b0\u7684\u77e5\u8bc6\u730e\u624b\uff0c\u53ef\u83b7\u5f97\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u5bf9\u81ea\u7136\u548c\u4eba\u7c7b\u4e16\u754c\u7684\u6700\u65b0\u6d1e\u89c1\u3002<\/section>\n<\/li>\n<\/ul>\n

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

      Complexity Express \u680f\u76ee\u4e5f\u662f\u96c6\u667a\u4ff1\u4e50\u90e8\u516c\u4f17\u53f7\u7684\u4e3b\u8981\u9009\u9898\u6765\u6e90\uff0c\u8bda\u631a\u9080\u8bf7\u4f60\u8ba2\u9605\uff0c\u4e0e\u6211\u4eec\u4fe1\u606f\u540c\u6b65\u3002<\/span><\/section>\n
       <\/span><\/section>\n

      \n
      Complexity Express \u8bba\u6587\u4ece\u54ea\u91cc\u6765\uff1f<\/span><\/strong><\/span><\/section>\n

      <\/section>\n<\/h4>\n
      \u8003\u8651\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u5f80\u5f80\u5c5e\u4e8e\u8de8\u5b66\u79d1\u5de5\u4f5c\uff0c\u6211\u4eec\u4e3b\u8981\u6293\u53d6\u7efc\u5408\u7c7b\u548c\u6cdb\u7269\u7406\u7c7b\/\u8ba1\u7b97\u673a\u7c7b\u7684\u9876\u7ea7\u671f\u520a\uff0c\u4ece\u6bcf\u5468\u65b0\u53d1\u8868\u7684\u6570\u767e\u7bc7\u8bba\u6587\u4e2d\u7cbe\u9009\u51fa\u4e0e\u590d\u6742\u7cfb\u7edf\u76f8\u5173\u7684\u8bba\u6587\u3002<\/span><\/section>\n
       <\/span><\/section>\n
      Complexity Express \u53c2\u8003\u5f71\u54cd\u56e0\u5b50\u548c\u5b66\u8005\u53e3\u7891\uff0c\u9009\u62e9\u4e86\u5982\u4e0b\u671f\u520a\uff0c\u6bcf\u65e5\u722c\u53d6\u5176\u8bba\u6587\u66f4\u65b0\uff1a<\/span><\/section>\n
        \n
      • \n

        Nature<\/em><\/p>\n<\/li>\n

      • \n

        Science<\/em><\/p>\n<\/li>\n

      • \n

        PNAS<\/em><\/p>\n<\/li>\n

      • \n

        Nature Communications<\/em><\/p>\n<\/li>\n

      • \n

        Science Advances<\/em><\/p>\n<\/li>\n

      • \n

        Physics Reports<\/em><\/p>\n<\/li>\n

      • \n

        Physics Review Letters<\/em><\/p>\n<\/li>\n

      • \n

        Physics Review X<\/em><\/p>\n<\/li>\n

      • \n

        Nature Physics<\/em><\/p>\n<\/li>\n

      • \n

        Nature Human Behaviour<\/em><\/p>\n<\/li>\n

      • \n

        Nature Machine Intelligence<\/em><\/p>\n<\/li>\n

      • \n
        \u66f4\u591a\u671f\u520a\u6301\u7eed\u589e\u8865\u4e2d\uff0c\u6b22\u8fce\u63a8\u8350\u4f60\u8ba4\u4e3a\u91cd\u8981\u7684\u671f\u520a\uff01<\/section>\n<\/li>\n<\/ul>\n
         <\/span><\/section>\n
        \u5982\u679c\u4f60\u5728 Complexity Express \u4e2d\u53d1\u73b0\u4e86\u611f\u5174\u8da3\u7684\u8bba\u6587\uff0c\u8bf7\u7acb\u523b\u201c\u70b9\u8d5e\u201d\uff01\u6bcf\u5468\u6700\u9ad8\u8d5e\u7684\u8bba\u6587\uff0c\u96c6\u667a\u7f16\u8f91\u90e8\u5c06\u7ec4\u7ec7\u4e13\u4e1a\u89e3\u8bfb~<\/span><\/strong><\/section>\n
         <\/span><\/section>\n

        \n
        Complexity Express \u8ffd\u8e2a\u54ea\u4e9b\u9886\u57df\uff1f<\/span><\/strong><\/section>\n

        <\/section>\n<\/h4>\n
        \u6211\u4eec\u529b\u6c42\u517c\u987e\u70ed\u70b9\u8ffd\u8e2a\u4e0e\u9886\u57df\u8986\u76d6\uff0c\u76ee\u524d\u7b5b\u9009\u7684\u8bba\u6587\u4e3b\u8981\u96c6\u4e2d\u5728\u5982\u4e0b\u4e0e\u590d\u6742\u6027\u5173\u7cfb\u5bc6\u5207\u7684\u9886\u57df\uff1a<\/span><\/section>\n
          \n
        • \n

          \u7f51\u7edc\u79d1\u5b66\u5404\u4e2a\u5206\u652f\u53ca\u4ea4\u53c9\u5e94\u7528<\/p>\n<\/li>\n

        • \n

          \u56fe\u6570\u636e\u4e0e\u56fe\u795e\u7ecf\u7f51\u7edc<\/p>\n<\/li>\n

        • \n

          \u8ba1\u7b97\u673a\u5efa\u6a21\u4e0e\u4eff\u771f<\/p>\n<\/li>\n

        • \n

          \u7edf\u8ba1\u7269\u7406\u4e0e\u590d\u6742\u7cfb\u7edf\u7406\u8bba<\/p>\n<\/li>\n

        • \n

          \u751f\u6001\u7cfb\u7edf\u3001\u8fdb\u5316\u3001\u751f\u7269\u7269\u7406\u7b49<\/p>\n<\/li>\n

        • \n

          \u7cfb\u7edf\u751f\u7269\u5b66\u4e0e\u5408\u6210\u751f\u7269\u5b66<\/p>\n<\/li>\n

        • \n

          \u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66\u4e0e\u8ba4\u77e5\u795e\u7ecf\u79d1\u5b66<\/p>\n<\/li>\n

        • \n

          \u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u4e0e\u793e\u4f1a\u7ecf\u6d4e\u590d\u6742\u7cfb\u7edf<\/p>\n<\/li>\n

        • \n

          \u57ce\u5e02\u79d1\u5b66<\/p>\n<\/li>\n

        • \n

          \u79d1\u5b66\u5b66<\/p>\n<\/li>\n

        • \n

          \u8ba1\u7b97\u6d41\u884c\u75c5\u5b66<\/p>\n<\/li>\n

        • \n
          \u4ee5\u53ca\u4e00\u4e9b\u9886\u57df\u5c0f\u4f17\uff0c\u4f46\u6709\u8da3\u7684\u5de5\u4f5c<\/section>\n<\/li>\n<\/ul>\n
           <\/span><\/section>\n
          \u7531\u4e8e\u590d\u6742\u6027\u7814\u7a76\u9886\u57df\u6a2a\u8de8\u591a\u4e2a\u5b66\u79d1\uff0c\u7814\u7a76\u8bba\u6587\u6563\u843d\u5728\u4e0d\u540c\u7684\u671f\u520a\u4e0a\uff0c\u5f88\u96be\u4e0d\u91cd\u4e0d\u6f0f\u5730\u628a\u63e1\u6700\u65b0\u5de5\u4f5c\u3002\u9488\u5bf9\u590d\u6742\u6027\u9886\u57df\u7684\u8bba\u6587\u7b5b\u9009\uff0c\u6211\u4eec\u4e13\u95e8\u8bbe\u8ba1\u4e86\u7b97\u6cd5\u3002\u7ecf\u8fc7\u6570\u6708\u7684\u8bad\u7ec3\u8fed\u4ee3\u4f18\u5316\uff0c\u76ee\u524d\u5bf9\u4e0a\u8ff0\u9886\u57df\u722c\u53d6\u51c6\u786e\u7387\u8fbe\u523090%\u4ee5\u4e0a\u3002<\/span><\/section>\n
           <\/span><\/section>\n
          \u5c06\u6765\u6211\u4eec\u8fd8\u4f1a\u6839\u636e\u4f60\u7684\u5177\u4f53\u7814\u7a76\u9886\u57df\uff0c\u63a8\u51fa\u7814\u7a76\u5206\u7c7b\u4e0e\u4e2a\u6027\u5316\u7684\u8ba2\u9605\u670d\u52a1\uff0c\u656c\u8bf7\u671f\u5f85\uff01<\/span><\/section>\n
           <\/span><\/section>\n
          \u7531\u4e8e\u590d\u6742\u6027\u9886\u57df\u6d89\u53ca\u7684\u8bba\u6587\u5173\u952e\u8bcd\u548c\u7814\u7a76\u95ee\u9898\u7eb7\u7e41\u590d\u6742\uff0c\u6240\u4ee5\u7b97\u6cd5\u96be\u514d\u6709\u4e0d\u6210\u719f\u7684\u5730\u65b9\uff0c\u5982\u679c\u4f60\u53d1\u73b0\u6211\u4eec\u6709\u6f0f\u6389\u7684\u91cd\u8981\u8bba\u6587\uff0c\u6216\u8005\u722c\u5230\u4e86\u9886\u57df\u6709\u504f\u5dee\u7684\u8bba\u6587\uff0c\u6b22\u8fce\u8054\u7cfb\u6211\u4eec<\/span>\uff08\u5c0f\u52a9\u624b\u5fae\u4fe1\uff1aswarmaAI\uff09<\/span>\uff0c\u5e2e\u52a9\u6211\u4eec\u6301\u7eed\u4f18\u5316\u7b97\u6cd5\u3002<\/span><\/section>\n

          <\/section>\n
          \u5982\u679c\u4f60\u5bf9\u79d1\u5b66\u5b66\u3001\u8ba1\u7b97\u672f\u8bed\u5b66\u7b49\u611f\u5174\u8da3\u5e76\u6709\u4ee3\u7801\u80fd\u529b\uff0c\u6b22\u8fce\u62a5\u540d\u6210\u4e3a\u96c6\u667a\u7b97\u6cd5\u5fd7\u613f\u8005\/\u5b9e\u4e60\u751f<\/span>\uff08\u5177\u4f53\u8bf7\u90ae\u4ef6\u8054\u7cfb\u7b97\u6cd5\u7ec4\u8d1f\u8d23\u4ebahuqiao@swarma.org\uff09<\/span>\u3002<\/span><\/section>\n

          <\/section>\n
          \u5982\u679c\u4f60\u5bf9\u590d\u6742\u6027\u79d1\u5b66\u53ca\u76f8\u5173\u8de8\u5b66\u79d1\u7814\u7a76\u6709\u957f\u671f\u5174\u8da3\uff0c\u5e76\u4e50\u4e8e\u89e3\u8bfb\u5206\u4eab\uff0c\u6b22\u8fce\u52a0\u5165\u96c6\u667a\u4f5c\u8005\u56e2\u961f<\/span>\uff08\u5177\u4f53\u8bf7\u90ae\u4ef6\u8054\u7cfb\u7f16\u8f91\u90e8\u8d1f\u8d23\u4ebaliupeiyuan@swarma.org\uff09<\/span>\u3002<\/span><\/strong><\/section>\n

          <\/section>\n

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

          <\/section>\n

          <\/section>\n
          \n
          <\/svg><\/section>\n<\/section>\n<\/section>\n
          \n

          \u66f4\u591a\u8bba\u6587<\/span><\/strong><\/strong><\/p>\n<\/section>\n

          \n

          <\/section>\n

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

          <\/section>\n
          \u66f4\u591a\u590d\u6742\u6027\u9876\u520a\u8bba\u6587\uff0c\u8bf7\u5230Complexity Express\u9875\u9762\u67e5\u770b\u3002\u8ba2\u9605\u5373\u53ef\u6bcf\u5468\u83b7\u53d6\u66f4\u65b0\u63d0\u9192\u3002<\/span><\/section>\n
                 <\/span><\/section>\n

          <\/section>\n

          <\/section>\n

          \u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u8ffd\u8e2a\u590d\u6742\u79d1\u5b66\u9876\u520a\u8bba\u6587<\/span><\/strong><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"

          \u96c6\u667a\u6591\u56fe\u9876\u520a\u8bba\u6587\u901f\u9012\u680f\u76ee\u4e0a\u7ebf\u4ee5\u6765\uff0c\u6301\u7eed\u6536\u5f55\u6765\u81eaNature\u3001Science\u7b49\u9876\u520a\u7684\u6700\u65b0\u8bba\u6587\uff0c\u8ffd\u8e2a\u590d\u6742\u7cfb\u7edf\u3001\u7f51\u7edc\u79d1\u5b66\u3001\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7b49\u9886\u57df\u7684\u524d\u6cbf\u8fdb\u5c55\u3002\u73b0\u5728\u6b63\u5f0f\u63a8\u51fa\u8ba2\u9605\u529f\u80fd\uff0c\u6bcf\u5468\u901a\u8fc7\u5fae\u4fe1\u670d\u52a1\u53f7\u300c\u96c6\u667a\u6591\u56fe\u300d\u63a8\u9001\u8bba\u6587\u4fe1\u606f\u3002 \u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\uff0c\u5173\u6ce8\u201c\u96c6\u667a\u6591\u56fe\u201d\u670d\u52a1\u53f7\uff0c\u5373\u53ef\u8ba2\u9605Complexity Express\uff1a…<\/p>\n","protected":false},"author":1,"featured_media":25052,"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\/25065"}],"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"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=25065"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/25065\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/25052"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=25065"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=25065"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=25065"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=25065"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}