{"id":58186,"date":"2025-04-05T19:20:13","date_gmt":"2025-04-05T11:20:13","guid":{"rendered":"https:\/\/swarma.org\/?p=58186"},"modified":"2025-04-05T19:20:13","modified_gmt":"2025-04-05T11:20:13","slug":"chaos%ef%bc%9a%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e7%9a%84%e5%a4%8d%e6%9d%82%e7%b3%bb%e7%bb%9f%e5%bb%ba%e6%a8%a1%e7%89%b9%e5%88%8a%e6%a6%82%e8%a7%88","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=58186","title":{"rendered":"Chaos\uff1a\u6570\u636e\u9a71\u52a8\u7684\u590d\u6742\u7cfb\u7edf\u5efa\u6a21\u7279\u520a\u6982\u89c8"},"content":{"rendered":"
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\u7814\u7a76\u9886\u57df\uff1a<\/span>\u590d\u6742\u7cfb\u7edf\u79d1\u5b66\u3001\u795e\u7ecf\u7f51\u7edc\u3001\u6570\u636e\u9a71\u52a8\u5efa\u6a21\u3001\u96c6\u4f53\u884c\u4e3a\u3001\u53cc\u66f2\u51e0\u4f55\u5d4c\u5165\u3001\u4fe1\u606f\u5206\u89e3\u65b9\u6cd5\u3001\u7f51\u7edc\u7ed3\u6784\u5206\u6790\u3001\u766b\u75eb\u8111\u7f51\u7edc\u7814\u7a76<\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/section>\n<\/section>\n
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\u6c14\u5019\u7cfb\u7edf\u4e3a\u4f55\u5728\u4e34\u754c\u70b9\u7a81\u7136\u53d1\u751f\u5267\u53d8\uff1f<\/span><\/p>\n


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\u4ece\u5927\u8111\u795e\u7ecf\u5143\u5230\u5168\u7403\u4f9b\u5e94\u94fe\uff0c\u590d\u6742\u7cfb\u7edf\u5982\u4f55\u4e3b\u5bb0\u4e16\u754c\u7684\u300c\u79e9\u5e8f\u4e0e\u5931\u63a7\u300d\uff1f<\/span><\/p>\n


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2021\u5e74\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u5c06\u805a\u5149\u706f\u6295\u5411\u590d\u6742\u7cfb\u7edf\u79d1\u5b66\uff0c\u63ed\u793a\u4e86\u7cfb\u7edf\u80cc\u540e\u7684\u9690\u85cf\u89c4\u5f8b\uff1a\u4ece\u795e\u7ecf\u7f51\u7edc\u5230\u751f\u6001\u6f14\u5316\uff0c\u4ece\u75c5\u6bd2\u4f20\u64ad\u5230\u91d1\u878d\u9707\u8361\uff0c\u90a3\u4e9b\u5e7f\u6cdb\u5b58\u5728\u7684\u6d8c\u73b0\u73b0\u8c61\uff0c\u4f8b\u5982\uff0c\u540c\u6b65\u3001\u6df7\u6c8c\u3001\u76f8\u53d8\u7b49\uff0c\u90fd\u6e90\u81ea\u7cfb\u7edf\u5185\u90e8\u81ea\u7ec4\u7ec7\u7684\u7f51\u7edc\u7ed3\u6784\uff0c\u800c\u975e\u4e2d\u592e\u63a7\u5236\u5668\u3002\u5728\u8fd9\u4e2a\u6570\u636e\u6d2a\u6d41\u5954\u6d8c\u7684\u65f6\u4ee3\uff0c\u4e0d\u540c\u9886\u57df\u7684\u5b66\u8005\u4eec\u6b63\u7528\u5168\u65b0\u7684\u6a21\u578b\u3001\u65b9\u6cd5\uff0c\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u63a8\u52a8\u590d\u6742\u7cfb\u7edf\u9886\u57df\u7684\u521b\u65b0\u6027\u7814\u7a76\u3002<\/span><\/p>\n


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Chaos<\/span><\/em>\u671f\u520a\u91cd\u78c5\u63a8\u51fa\u300c\u6570\u636e\u9a71\u52a8\u7684\u590d\u6742\u7cfb\u7edf\u5efa\u6a21\u300d\u7279\u520a\uff0c\u6c47\u96c6\u8ba1\u7b97\u6216\u6570\u636e\u9a71\u52a8\u6a21\u578b\u4e2d\u63d0\u51fa\u7684\u590d\u6742\u7cfb\u7edf\u65b0\u89c1\u89e3\uff0c\u4ee5\u53ca\u8868\u5f81\u96c6\u4f53\u884c\u4e3a\u6216\u7f51\u7edc\u7ed3\u6784\u7684\u65b0\u65b9\u6cd5\u3002\u96c6\u667a\u7f16\u8f91\u90e8\u6df1\u5165\u7814\u8bfb\u7279\u520a\u5185\u5bb9\uff0c\u7cbe\u9009\u5176\u4e2d\u5177\u6709\u7a81\u7834\u6027\u7684\u7814\u7a76\u6210\u679c\uff0c\u4e3a\u5927\u5bb6\u5e26\u6765\u7cfb\u7edf\u6027\u6982\u62ec\u548c\u68b3\u7406\uff0c\u5e0c\u671b\u80fd\u7ed9\u5e7f\u5927\u7814\u7a76\u8005\u5e26\u6765\u5207\u5b9e\u53ef\u884c\u7684\u542f\u53d1\u548c\u601d\u8003\uff0c\u52a9\u529b\u8de8\u5b66\u79d1\u521b\u65b0\u63a2\u7d22\u3002\u6211\u4eec\u6b63\u7ad9\u5728\u79d1\u5b66\u8303\u5f0f\u53d8\u9769\u7684\u5173\u53e3\uff1a\u5f53\u6d77\u91cf\u6570\u636e\u9047\u89c1\u590d\u6742\u7cfb\u7edf\u7406\u8bba\uff0c\u90a3\u4e9b\u66fe\u88ab\u89c6\u4e3a\u4e0d\u53ef\u9884\u6d4b\u7684\u6df7\u6c8c\uff0c\u7ec8\u5c06\u663e\u73b0\u6df1\u85cf\u5176\u4e2d\u7684\u79e9\u5e8f\u4e4b\u7f8e\u3002<\/span><\/p>\n


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\u7279\u520a\u5730\u5740\uff1ahttps:\/\/pubs.aip.org\/cha\/collection\/13407\/Data-Driven-Models-and-Analysis-of-Complex-Systems<\/span><\/span><\/section>\n

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1. \u68c0\u6d4b\u6f5c\u5728\u53cc\u66f2\u5d4c\u5165\u7a7a\u95f4\u4e2d\u7f51\u7edc\u7684\u5c40\u90e8\u6270\u52a8<\/span><\/span><\/strong><\/section>\n

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\u53cc\u66f2\u6270\u52a8\u5206\u6570\u8ba1\u7b97\u6d41\u7a0b<\/span><\/span><\/section>\n

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\u672c\u6587\u4ecb\u7ecd\u4e86\u4e24\u79cd\u68c0\u6d4b\u7f51\u7edc\u5c40\u90e8\u6270\u52a8\u7684\u65b0\u5206\u6570\uff0c\u8003\u8651\u5bf9\u7f51\u7edc\u8fdb\u884c\u975e\u6b27\u51e0\u91cc\u5f97\u8868\u5f81\uff0c\u5c06\u5b83\u4eec\u5d4c\u5165\u5230\u53cc\u66f2\u51e0\u4f55\u7684Poincar\u00e9 disk model\u4e2d\u3002\u8be5\u65b9\u6cd5\u5bf9\u771f\u5b9e\u5927\u8111\u7f51\u7edc\u8fdb\u884c\u4e86\u6f5c\u5728\u51e0\u4f55\u8868\u5f81\uff0c\u8bc6\u522b\u5e76\u91cf\u5316\u766b\u75eb\u624b\u672f\u5bf9\u5927\u8111\u533a\u57df\u7684\u5f71\u54cd\u3002<\/span><\/span><\/section>\n

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\u5730\u5740\uff1ahttps:\/\/pubs.aip.org\/aip\/cha\/article\/34\/6\/063117\/3296060\/Detecting-local-perturbations-of-networks-in-a?searchresult=1<\/span><\/span><\/section>\n

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\u96c6\u667a\u4ff1\u4e50\u90e8\u6b63\u5728\u8fdb\u884c\u590d\u6742\u7f51\u7edc\u52a8\u529b\u5b66\u8bfb\u4e66\u4f1a\uff0c\u6b22\u8fce\u52a0\u5165\u5171\u540c\u63a2\u8ba8\u590d\u6742\u7f51\u7edc\u9886\u57df\u524d\u6cbf\u7814\u7a76\uff1a\u7f51\u7edc\u52a8\u529b\u5b66\u524d\u6cbf\u9886\u8bfb\uff1a\u4ece\u6269\u6563\u3001\u76f8\u53d8\u5230\u535a\u5f08\u4e28\u5468\u4e94\u76f4\u64ad\u00b7\u590d\u6742\u7f51\u7edc\u52a8\u529b\u5b66\u8bfb\u4e66\u4f1a<\/a><\/span><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n


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2. \u6574\u5408\u4fe1\u606f\u5206\u89e3\u63ed\u793a\u8ba1\u7b97\u673a\u548c\u4f53\u5916\u795e\u7ecf\u5143\u7f51\u7edc\u7684\u4e3b\u8981\u7ed3\u6784\u7279\u5f81<\/span><\/span><\/strong><\/section>\n

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\u6574\u5408\u4fe1\u606f\u5206\u89e3\u6846\u67b6<\/span><\/span><\/section>\n

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\u6574\u5408\u4fe1\u606f\u5206\u89e3\uff08<\/span>\u03a6<\/span><\/span>-ID\uff09\u5141\u8bb8\u4eba\u4eec\u63a2\u7d22\u4fe1\u606f\u5728\u7cfb\u7edf\u5404\u90e8\u5206\u4e4b\u95f4\u6d41\u52a8\u7684\u6a21\u5f0f\uff0c\u6587\u7ae0\u4f7f\u7528<\/span>\u03a6<\/span><\/span>-ID\u6846\u67b6\u5bf9\u8ba1\u7b97\u673a\u548c\u4f53\u5916\u6570\u636e\u8fdb\u884c\u5206\u6790\uff0c\u5c06\u901a\u5e38\u7684\u4f20\u9012\u71b5\u6d4b\u5ea6\u5206\u89e3\u4e3a\u534f\u540c\u3001\u5197\u4f59\u548c\u7279\u6709\u4fe1\u606f\u4f20\u9012\u6a21\u5f0f\uff0c\u8bc1\u660e\u4e86\u7279\u6709\u4fe1\u606f\u4f20\u9012\u662f\u4ece\u7f51\u7edc\u6d3b\u52a8\u6570\u636e\u4e2d\u63ed\u793a\u7ed3\u6784\u62d3\u6251\u7ec6\u8282\u6700\u76f8\u5173\u7684\u5ea6\u91cf\uff0c\u800c\u5197\u4f59\u4fe1\u606f\u4ec5\u4e3a\u8be5\u5e94\u7528\u5f15\u5165\u4e86\u5269\u4f59\u4fe1\u606f\u3002<\/span><\/span><\/section>\n

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\u4e3b\u9898\uff1a\u4fe1\u606f\u8bba\u71b5\uff0c\u8ba1\u7b97\u673a\u4eff\u771f\uff0c\u7f51\u7edc\u7406\u8bba\uff0c\u795e\u7ecf\u79d1\u5b66\uff0c\u751f\u7269\u4fe1\u606f\u4f20\u9012<\/span><\/span><\/section>\n

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\u5730\u5740\uff1ahttps:\/\/pubs.aip.org\/aip\/cha\/article\/34\/5\/053139\/3295339\/Integrated-information-decomposition-unveils-major?searchresult=1<\/span><\/span><\/section>\n

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\u96c6\u667a\u4ff1\u4e50\u90e8\u7ec4\u7ec7\u4e86<\/span>\u6574\u5408\u4fe1\u606f\u8bba\u7684\u4e13\u9898\u8bfb\u4e66\u4f1a<\/a>\uff08https:\/\/pattern.swarma.org\/study_group\/52\uff09\uff0c\u5bf9\u8be5\u7406\u8bba\u7684\u7cfb\u7edf\u6027\u7efc\u8ff0\uff0c\u57fa\u7840\u7406\u8bba\u6846\u67b6\uff0c\u8fd1\u4f3c\u8ba1\u7b97\u65b9\u6cd5\uff0c\u5728\u795e\u7ecf\u79d1\u5b66\u4e2d\u7684\u5e94\u7528\uff0c\u5728\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u62d3\u5c55\u5e94\u7528\u3001\u03a6\u4e0e\u7cfb\u7edf\u4e34\u754c\u6001\uff0c\u4ee5\u53ca\u673a\u5668\u610f\u8bc6\u7b49\u7b49\u8fdb\u884c\u4e86\u5168\u65b9\u4f4d\u7684\u7814\u8ba8\u3002<\/span><\/span><\/span><\/section>\n

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3. \u76c6\u5730\u71b5\uff08Basin entropy\uff09\u4f5c\u4e3a\u65f6\u6ede\u7cfb\u7edf\u5206\u5c94\u7684\u6307\u6807<\/span><\/span><\/strong><\/section>\n

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\u5e73\u9762\u4e0a\u7684\u5438\u5f15\u76c6\uff0c\u7531\u521d\u59cb\u7684\u51fd\u6570\u53c2\u6570\u51b3\u5b9a<\/span><\/span><\/section>\n

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\u8003\u8651\u4e00\u4e2a\u7b80\u5355\u7684\u65f6\u6ede\u7cfb\u7edf\uff0c\u7531\u4e00\u4e2a\u5177\u6709\u7ebf\u6027\u5ef6\u8fdf\u53cd\u9988\u9879\u7684\u53cc\u7a33\u7cfb\u7edf\u7ec4\u6210\u3002\u6587\u7ae0\u8bc1\u660e\u4e86\u76c6\u5730\u71b5\u6355\u83b7\u4e86\u4e24\u4e2a\u5171\u5b58\u5438\u5f15\u5b50\u5438\u5f15\u76c6\u7684\u76f8\u5173\u6027\u8d28\u3002\u6b64\u5916\uff0c\u76c6\u5730\u71b5\u53ef\u4ee5\u6355\u83b7Hopf\u5206\u5c94\u7684\u6e10\u8fdb\u6027\uff0c\u56e0\u4e3a\u5728\u4e0d\u52a8\u70b9\u53d8\u5f97\u4e0d\u7a33\u5b9a\u4e4b\u524d\uff0c\u4e00\u4e2a\u4e0e\u4e0d\u52a8\u70b9\u5171\u5b58\u7684\u632f\u8361\u6781\u9650\u73af\u884c\u4e3a\u51fa\u73b0\u3002\u65b0\u7684\u6781\u9650\u73af\u6539\u53d8\u4e86\u5438\u5f15\u529b\u76c6\u5730\u7684\u7ed3\u6784\uff0c\u4ece\u800c\u88ab\u76c6\u5730\u71b5\u6240\u6355\u83b7\u3002<\/span><\/span><\/section>\n

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\u4e3b\u9898\uff1a\u975e\u7ebf\u6027\u7cfb\u7edf\uff0c\u6df7\u6c8c\u7cfb\u7edf\uff0c\u71b5\uff0c\u53cd\u9988\u63a7\u5236\u7cfb\u7edf<\/span><\/span><\/section>\n

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\u5730\u5740\uff1ahttps:\/\/pubs.aip.org\/aip\/cha\/article\/34\/5\/053113\/3287873\/Basin-entropy-as-an-indicator-of-a-bifurcation-in?searchresult=1<\/span><\/span><\/section>\n

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4. \u81ea\u9002\u5e94\u50a8\u5907\u6c60\u8ba1\u7b97\uff08Adaptable reservoir computing\uff09\uff1a\u4e00\u79cd\u7528\u4e8e\u9884\u6d4b\u975e\u7ebf\u6027\u52a8\u529b\u7cfb\u7edf\u4e2d\u4e34\u754c\u8f6c\u53d8\u7684\u65e0\u6a21\u578b\u6570\u636e\u9a71\u52a8\u8303\u5f0f<\/span><\/span><\/strong><\/span><\/span><\/section>\n

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\u50a8\u5907\u6c60\u8ba1\u7b97\u67b6\u6784<\/span><\/span><\/section>\n

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\u5730\u5740\uff1ahttps:\/\/pubs.aip.org\/aip\/cha\/article\/34\/5\/051501\/3287956\/Adaptable-reservoir-computing-A-paradigm-for-model?searchresult=1<\/span><\/span><\/section>\n


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5. \u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u4e2d\u884c\u4e3a\u96ea\u5d29\u4e0e\u5185\u90e8\u795e\u7ecf\u5143\u52a8\u529b\u5b66\u4e4b\u95f4\u7684\u975e\u5e73\u51e1\u5173\u7cfb\uff08non-trivial relationship\uff09<\/span><\/span><\/strong><\/span><\/section>\n

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RNN\u67b6\u6784\uff0c\u795e\u7ecf\u5143\u7684\u52a8\u529b\u5b66\u72b6\u6001\u901a\u8fc7tanh\u673a\u6216\u51fd\u6570\u8f6c\u6362\u6210\u53d1\u653e\u7387<\/span><\/span><\/section>\n

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\u5730\u5740\uff1ahttps:\/\/pubs.aip.org\/aip\/cha\/article\/34\/5\/053104\/3287645\/Non-trivial-relationship-between-behavioral?searchresult=1<\/span><\/span><\/section>\n

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6. \u7535\u7f51\u6a21\u578b\u4e0a\u76f8\u4f4d\u632f\u8361\u5668\u7684\u540c\u6b65\u52a8\u529b\u5b66<\/span><\/span><\/strong><\/span><\/section>\n

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ENTSO-E\u7f51\u7edc\u6a21\u578b\uff08\u9ed1\u8272\u65b9\u5757\uff09\u3001IEEE\u6d4b\u8bd5\uff08\u9ed1\u8272\u4ea4\u53c9\uff09\u3001\u5c0f\u4e16\u754c\uff08\u7d2b\u8272\uff09\u3001\u65e0\u6807\u5ea6\uff08\u9ec4\u8272\uff09\u3001\u968f\u673a\uff08\u7eff\u677e\u77f3\u8272\uff09\u548c\u89c4\u5219\u7f51\u7edc\uff082d\u6676\u683c\uff09\u7684\u62d3\u6251\u548c\u9891\u8c31\u7279\u5f81<\/span><\/span><\/p>\n


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\u4e3b\u9898\uff1a\u8026\u5408\u632f\u8361\u5668\uff0cKuramoto\u6a21\u578b\uff0c\u6df7\u6c8c\u7cfb\u7edf\uff0c\u7535\u529b\uff0c\u7535\u529b\u7535\u5b50\u5b66\uff0c\u56fe\u8bba\uff0c\u7f51\u7edc\u7406\u8bba\uff0c\u9891\u8c31\u73b0\u8c61\u548c\u6027\u8d28<\/span><\/span><\/section>\n

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\u5730\u5740\uff1ahttps:\/\/pubs.aip.<\/span><\/span>org\/aip\/cha\/article\/34\/4\/043131\/3282305\/Synchronization-dynamics-of-phase-oscillators-on?searchresult=1<\/span><\/span><\/section>\n

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7. \u7528n\u7ef4\u6717\u4e4b\u4e07\u65b9\u7a0b\u548c\u795e\u7ecf\u5e38\u5fae\u5206\u65b9\u7a0b\u8fdb\u884c\u9884\u6d4b<\/span><\/span><\/strong><\/span><\/section>\n

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\u5730\u5740\uff1ahttps:\/\/pubs.aip.org\/aip\/cha\/article\/34\/4\/043105\/3280361\/Forecasting-with-an-N-dimension<\/span><\/span>al-Langevin?searchresult=1<\/span><\/span><\/section>\n

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8. \u9ad8\u9636\u76f8\u4e92\u4f5c\u7528\u7f51\u7edc\u7684\u805a\u7c7b\u7cfb\u6570<\/span><\/span><\/strong><\/span><\/section>\n

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\u5730\u5740\uff1ahttps:\/\/pubs.aip.org\/aip\/cha\/article\/34\/4\/043102\/3280414\/Clustering-coefficients-for-networks-with-higher?searchresult=1<\/span><\/span><\/section>\n

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9. 2018\u5e74\u4e2d\u7f8e\u8d38\u6613\u6218\u671f\u95f4\u9ad8\u9891\u80a1\u7968\u5e02\u573a\u8ba2\u5355\u8f6c\u6362\uff1a\u79bb\u6563\u65f6\u95f4\u9a6c\u5c14\u53ef\u592b\u94fe\u5206\u6790<\/span><\/span><\/strong><\/span><\/section>\n

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\u5730\u5740\uff1ahttps:\/\/pubs.aip.org\/aip\/cha\/article\/34\/1\/013118\/2933757\/High-frequency-stock-market-order-transitions?searchresult=1<\/span><\/span><\/section>\n

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\u5f6d\u6668<\/span><\/span> <\/span><\/span>| \u7f16\u8bd1<\/span><\/span><\/strong><\/span><\/strong><\/p>\n


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\u201c\u590d\u6742\u4e16\u754c\uff0c\u7b80\u5355\u89c4\u5219\u201d\u3002<\/span><\/span><\/p>\n


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\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u590d\u65e6\u5927\u5b66\u667a\u80fd\u590d\u6742\u4f53\u7cfb\u5b9e\u9a8c\u5ba4\u9752\u5e74\u7814\u7a76\u5458\u6731\u7fa4\u559c\u3001\u6d59\u6c5f\u5927\u5b66\u767e\u4eba\u8ba1\u5212\u7814\u7a76\u5458\u674e\u6a35\u98ce\u3001\u6e05\u534e\u5927\u5b66\u7535\u5b50\u5de5\u7a0b\u7cfb\u6570\u636e\u79d1\u5b66\u4e0e\u667a\u80fd\u5b9e\u9a8c\u5ba4\u535a\u58eb\u540e\u7814\u7a76\u5458\u4e01\u749f\u97ec\u3001\u7f8e\u56fd\u4e1c\u5317\u5927\u5b66\u7269\u7406\u7cfbAlbert-L\u00e1szl\u00f3 Barab\u00e1si\u6307\u5bfc\u7684\u535a\u58eb\u540e\u9ad8\u5a77\u5a77\u3001\u5317\u4eac\u5927\u5b66\u535a\u96c5\u535a\u58eb\u540e\u66f9\u6587\u797a\u3001\u590d\u65e6\u5927\u5b66\u6570\u5b66\u79d1\u5b66\u5b66\u9662\u5e94\u7528\u6570\u5b66\u65b9\u5411\u535a\u58eb\u7814\u7a76\u751f\u8d75\u4f2f\u6797\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u535a\u58eb\u7814\u7a76\u751f\u725f\u7267\u4e91\uff0c\u5171\u540c\u53d1\u8d77\u300c\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21\u300d\u8bfb\u4e66\u4f1a\u7b2c\u4e8c\u5b63<\/a>\u3002<\/span><\/span><\/p>\n


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

\u8bfb\u4e66\u4f1a\u5c06\u4e8e9\u67085\u65e5\u8d77\u6bcf\u5468\u56db\u665a\u4e0a20:00-22:00\u8fdb\u884c\uff0c\u63a2\u8ba8\u56db\u4e2a\u6838\u5fc3\u6a21\u5757\uff1a\u6570\u636e\u9a71\u52a8\u7684\u590d\u6742\u7cfb\u7edf\u5efa\u6a21\u3001\u590d\u6742\u7f51\u7edc\u7ed3\u6784\u63a8\u65ad\u3001\u5177\u6709\u53ef\u89e3\u91ca\u6027\u7684\u590d\u6742\u7cfb\u7edf\u63a8\u65ad\uff08\u52a8\u529b\u5b66+\u7f51\u7edc\u7ed3\u6784\uff09\u3001\u5e94\u7528-\u8d85\u6750\u6599\u8bbe\u8ba1\u548c\u57ce\u5e02\u7cfb\u7edf\uff0c\u901a\u8fc7\u91cd\u70b9\u8ba8\u8bba75\u7bc7\u7ecf\u5178\u3001\u524d\u6cbf\u7684\u91cd\u8981\u6587\u732e\uff0c\u4ece\u9ed1\u76d2\uff08\u6570\u636e\u9a71\u52a8\uff09\u5230\u767d\u76d2\uff08\u53ef\u89e3\u91ca\u6027\uff09\uff0c\u9010\u6b65\u6355\u6349\u7cfb\u7edf\u7684\u201c\u672c\u8d28\u201d\u89c4\u5f8b\uff0c\u5e2e\u52a9\u5927\u5bb6\u66f4\u597d\u7684\u8ba4\u8bc6\u3001\u7406\u89e3\u3001\u9884\u6d4b\u3001\u63a7\u5236\u3001\u8bbe\u8ba1\u590d\u6742\u7cfb\u7edf\uff0c\u4e3a\u76f8\u5173\u9886\u57df\u7684\u7814\u7a76\u548c\u5e94\u7528\u63d0\u4f9b\u6d1e\u89c1\u3002\u6b22\u8fce\u611f\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u53c2\u4e0e\uff01<\/span><\/span><\/p>\n


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

\"\u56fe\u7247\"<\/span><\/a><\/section>\n

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

\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21\u8bfb\u4e66\u4f1a\uff1a\u4ece\u6570\u636e\u9a71\u52a8\u5230\u53ef\u89e3\u91ca\u6027\uff0c\u63a2\u7d22\u7cfb\u7edf\u5185\u5728\u89c4\u5f8b\uff5c\u5185\u964475\u7bc7\u9886\u57df\u5fc5\u8bfb\u6587\u732e<\/a><\/span><\/strong><\/p>\n


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

\n

<\/span><\/section>\n<\/section>\n
\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n
<\/strong><\/section>\n
1. <\/span><\/strong>Agent\u5efa\u6a21\u8bb2\u4e49\uff1a\u590d\u6742\u7cfb\u7edf\u4e0eAgent\u6a21\u578b<\/a><\/span><\/strong><\/span><\/section>\n
2. <\/span><\/strong>\u524d\u6cbf\u7efc\u8ff0\uff1a\u9762\u5411\u590d\u6742\u7cfb\u7edf\u5efa\u6a21\u7684\u591a\u6a21\u6001\u56fe\u5b66\u4e60<\/a><\/span><\/strong><\/span><\/section>\n
3. <\/span><\/strong>Nat. Commun.\u524d\u6cbf\uff1a\u6570\u636e\u9a71\u52a8\u7684\u590d\u6742\u7cfb\u7edf\u9884\u6d4b<\/a><\/span><\/strong><\/span><\/section>\n
4. <\/span><\/span><\/strong><\/span>\u6d8c\u73b0\u52a8\u529b\u5b66\u5982\u4f55\u7528\u6765\u5206\u6790\u590d\u6742\u7cfb\u7edf\uff1f | \u65b0\u8bfe\u4e0a\u7ebf<\/a><\/span><\/strong><\/strong><\/span><\/section>\n
<\/strong>5. <\/span><\/strong>AI\u65f6\u4ee3\u7684\u5b66\u4e60\uff1a\u5171\u63a2\u4eba\u7c7b\u5b66\u4e60\u7684\u590d\u6742\u6027<\/span><\/a><\/span><\/strong><\/section>\n

6. <\/span><\/strong>\u63a2\u7d22\u8005\u8ba1\u5212 | \u96c6\u667a\u4ff1\u4e50\u90e82025\u5185\u5bb9\u56e2\u961f\u62db\u52df\uff08\u5168\u804c&\u517c\u804c\uff09<\/a><\/span><\/strong><\/span><\/p>\n


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


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

\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/span><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u6458\u8981 \u5982\u4f55\u5229\u7528\u6570\u636e\u9a71\u52a8\u65b9\u6cd5\u89e3\u6790\u590d\u6742\u7cfb\u7edf\u7684\u89c4\u5f8b\uff1f\u4e3a\u6b64\uff0c\u300aChaos\u300b\u671f\u520a\u7279\u520a\u805a\u7126\u590d\u6742\u7cfb\u7edf\u5efa\u6a21\uff0c\u96c6\u5408\u4e86\u8de8\u5b66\u79d1\u7684\u6700\u65b0\u7814\u7a76\u3002\u7279\u520a\u5c55\u793a\u4e86\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u4e0e\u53cc\u66f2\u51e0\u4f55\u5d4c\u5165\u3001\u4fe1\u606f\u5206\u89e3\u7b49\u65b0\u65b9\u6cd5\uff0c\u5728\u68c0\u6d4b\u7f51\u7edc\u5c40\u90e8\u6270\u52a8\u53ca\u5206\u6790\u766b\u75eb\u8111\u7f51\u7edc\u54cd\u5e94\u4e2d\u7684\u7a81\u7834\u6027\u8fdb\u5c55\u3002\u8fd9\u4e9b\u7814\u7a76\u63ed\u793a\u4e86\u81ea\u7ec4\u7ec7\u73b0\u8c61\u4e0e\u590d\u6742\u7f51\u7edc\u7684\u6df1\u5c42\u673a\u5236\uff0c\u62d3\u5c55\u4e86\u6570\u636e\u9a71\u52a8\u6a21\u578b\u5728\u590d\u6742\u7cfb\u7edf…<\/p>\n","protected":false},"author":0,"featured_media":58172,"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\/58186"}],"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=58186"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/58186\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/58172"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=58186"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=58186"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=58186"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=58186"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}