{"id":19311,"date":"2020-04-24T22:00:45","date_gmt":"2020-04-24T14:00:45","guid":{"rendered":"https:\/\/swarma.org\/?p=19311"},"modified":"2020-04-24T22:00:45","modified_gmt":"2020-04-24T14:00:45","slug":"%e4%bb%80%e4%b9%88%e6%98%af%e7%a4%be%e5%9b%a2%e7%bb%93%e6%9e%84-%e9%9b%86%e6%99%ba%e7%99%be%e7%a7%91","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=19311","title":{"rendered":"\u4ec0\u4e48\u662f\u793e\u56e2\u7ed3\u6784 | \u96c6\u667a\u767e\u79d1"},"content":{"rendered":"
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\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n

Global labor flow network reveals the hierarchical organization and dynamics of geo-industrial clusters<\/span><\/p>\n

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https:\/\/www.nature.com\/articles\/s41467-019-11380-w?fbclid=IwAR35Srs8_E5XN2bE0HgY8deFXC2ZCUW0BAkAowbn6A9gGCXtQryiYLbIujc<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n

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\u8bba\u6587\u9898\u76ee\uff1aCommunity detection in graphs<\/span><\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/0906.0612<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n


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\u56fe5\uff1a\u57fa\u4e8e\u8bba\u6587\u5f15\u7528\u7684\u56fe\u8c31<\/span><\/strong><\/p>\n


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\u8bba\u6587\u9898\u76ee\uff1aCommunity detection in graphs<\/span><\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/0906.0612<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n

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\u5c42\u6b21\u805a\u7c7b\uff08Hierarchical clustering\uff09<\/span><\/strong><\/p>\n


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Girvan-Newman<\/span><\/strong> \u793e\u56e2\u68c0\u6d4b\u7b97\u6cd5<\/span><\/strong><\/p>\n


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\u53e6\u4e00\u4e2a\u5e38\u89c1\u7684\u793e\u56e2\u68c0\u6d4b\u7b97\u6cd5\u662f Girvan-Newman \u7b97\u6cd5\uff1a\u8bc6\u522b\u5404\u793e\u56e2\u4e4b\u95f4\u8fde\u63a5\u7684\u8fb9\uff0c\u7136\u540e\u53bb\u9664\u8fd9\u4e9b\u8fb9\uff0c\u7559\u4e0b\u7684\u5c31\u662f\u793e\u56e2\u3002\u8be5\u65b9\u6cd5\u5229\u7528\u56fe\u8bba\u4e2d\u7684\u4ecb\u6570\u4e2d\u5fc3\u6027 \uff08Betweenness centrality\uff09<\/strong>\u6765\u8bc6\u522b\u8981\u53bb\u9664\u7684\u8fb9\u3002Girvan-Newman\u7b97\u6cd5\u8fd4\u56de\u7684\u7ed3\u679c\u5177\u6709\u8f83\u597d\u7684\u8d28\u91cf\uff0c\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528\u3002\u4f46\u5176\u8fd0\u884c\u8f83\u7f13\u6162\uff0c\u4e0d\u9002\u7528\u4e8e\u4e0a\u5343\u8282\u70b9\u7684\u7f51\u7edc\u3002<\/span><\/p>\n


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\u6a21\u5757\u5ea6\u6700\u5927\u503c\u6cd5 \uff08Modularity maximization\uff09<\/span><\/strong><\/p>\n


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\u6a21\u677f\u5ea6\u6700\u5927\u503c\u6cd5\u662f\u7528\u4e8e\u4f7f\u7528\u6700\u4e3a\u5e7f\u6cdb\u7684\u793e\u56e2\u68c0\u6d4b\u7b97\u6cd5\u4e4b\u4e00\u3002\u6a21\u5757\u5ea6\uff08Modularity\uff09<\/strong> \u662f\u4e00\u79cd\u8861\u91cf\u793e\u56e2\u5212\u5206\u8d28\u91cf\u7684\u6807\u51c6\u3002\u6a21\u5757\u5ea6\u6700\u5927\u503c\u6cd5\u901a\u8fc7\u641c\u7d22\u6240\u6709\u53ef\u80fd\u7684\u5206\u7ec4\uff0c\u627e\u5230\u4f7f\u6a21\u5757\u5ea6\u6700\u5927\u7684\u5206\u7ec4\u65b9\u5f0f\u4f5c\u4e3a\u7ed3\u679c\u3002\u7531\u4e8e\u7a77\u4e3e\u6240\u6709\u53ef\u80fd\u7684\u5206\u7ec4\u5341\u5206\u56f0\u96be\uff0c\u6240\u4ee5\u5b9e\u9645\u7684\u7b97\u6cd5\u90fd\u91c7\u7528\u8fd1\u4f3c\u4f18\u5316\u65b9\u6cd5\uff0c\u5982\u8d2a\u5a6a\u7b97\u6cd5\u7b49\u3002 <\/span><\/p>\n


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\u56fe6\uff1a\u6a21\u677f\u5ea6\u6700\u5927\u503c\u6cd5\u68c0\u6d4b\u793e\u56e2\u7ed3\u6784<\/span><\/strong><\/p>\n


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\u6ce8\uff1a\u4f7f\u7528\u7f51\u7edc\u79d1\u5b66\u5de5\u5177\u5305NetworkX , \u53ef\u4ee5\u8f7b\u677e\u8c03\u7528\u4e0a\u8ff0\u4e09\u79cd\u7b97\u6cd5\uff0c\u5b9e\u73b0\u793e\u56e2\u68c0\u6d4b\u3002<\/strong><\/p>\n


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Mark Newman<\/span><\/strong><\/span><\/p>\n


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

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<\/strong>\u56fe7\uff1aMark Newman<\/strong><\/strong><\/p>\n


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\u7f8e\u56fd\u5bc6\u6b47\u6839\u5927\u5b66\u7269\u7406\u7cfb\u548c\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u4e2d\u5fc3\u7279\u8058\u6559\u6388\u3002\u540c\u65f6\u4e5f\u662f\u5723\u5854\u83f2\u7814\u7a76\u6240 \uff08Santa Fe Institue\uff09\u5916\u8058\u6559\u6388\u3002\u7f51\u7edc\u79d1\u5b66\u7684\u5148\u9a71\u8005\u4e4b\u4e00\uff0c2014\u5e74\u88ab\u6388\u4e88\u62c9\u683c\u6717\u65e5\u5956\u3002\u4ed6\u7684\u8bba\u6587\u603b\u5f15\u7528\u91cf\u8d85\u8fc718\u4e07\uff0c\u8457\u6709\u7f51\u7edc\u79d1\u5b66\u7ecf\u5178\u8457\u4f5c\u300aNetworks: An Introduction\u300b\u3002<\/span><\/section>\n


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\u5728\u793e\u56e2\u68c0\u6d4b\u9886\u57df\uff0c\u4ed6\u63d0\u51fa\u4e86\u6a21\u5757\u5ea6\u6700\u5927\u503c\u7b97\u6cd5\uff0c\u662f\u4f7f\u7528\u6700\u5e7f\u6cdb\u7684\u7b97\u6cd5\u4e4b\u4e00\u3002<\/span><\/p>\n


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Santo Fortunato<\/span><\/strong><\/span><\/p>\n


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\u56fe8\uff1aSanto Forunato<\/strong><\/strong><\/p>\n


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\u7f8e\u56fd\u5370\u7b2c\u5b89\u7eb3\u5927\u5b66Bloomington\u5206\u6821\u4fe1\u606f\u5b66\u3001\u8ba1\u7b97\u548c\u5de5\u7a0b\u5b66\u9662\u6559\u6388\u3002\u5370\u7b2c\u5b89\u7eb3\u5927\u5b66\u7f51\u7edc\u79d1\u5b66\u7814\u7a76\u4e2d\u5fc3\u4e3b\u4efb\u3002\u8bba\u6587\u603b\u5f15\u7528\u91cf\u8d853\u4e07\uff0c\u5176\u4e2d\u6700\u8457\u540d\u7684\u8bba\u6587\u4e3a2010\u5e74\u53d1\u8868\u7684”Comunity detection in graphs”\uff0c\u5f15\u7528\u91cf\u8d858000\uff0c\u662f\u793e\u56e2\u68c0\u6d4b\u9886\u57df\u7684\u7ecf\u5178\u7efc\u8ff0\u4e4b\u4e00\u3002<\/span><\/p>\n


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\u7ecf\u5178\u6587\u732e<\/strong><\/span><\/p>\n


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S. Fortunato (2010). “Community detection in graphs”. Phys. Rep. 486 (3\u20135): 75\u2013174. arXiv:0906.0612.<\/span><\/p>\n


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M. Girvan; M. E. J. Newman (2002). “Community structure in social and biological networks”. Proc. Natl. Acad. Sci. USA. 99(12): 7821\u20137826. arXiv:cond-mat\/0112110.<\/span><\/p>\n


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M E J. Newman (2006). Modularity and community structure in networks[J]. Proceedings of the national academy of sciences, 103(23): 8577-8582.https:\/\/www.pnas.org\/content\/pnas\/103\/23\/8577.full.pdf<\/span><\/p>\n


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\u8bfe\u7a0b<\/span><\/strong><\/section>\n

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\u8be5\u8bfe\u7a0b\u4e2d\u4e3b\u8981\u8bb2\u89e3\u4e86\u7f51\u7edc\u4e2d\u96c6\u56e2\u7ed3\u6784\u7684\u5b9a\u4e49\uff0c\u4ee5\u53ca\u5c42\u6b21\u805a\u7c7b\u6cd5\u3001GN \u805a\u7c7b\u6cd5\u7684\u601d\u60f3\uff0c\u4ece\u4e2d\u89c2\u5c3a\u5ea6\u2014\u2014\u793e\u56e2\u7ed3\u6784\u53bb\u63a2\u7d22\u590d\u6742\u7f51\u7edc\u7684\u6027\u8d28\u3002<\/span>
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\u590d\u6742\u7f51\u7edc\u4e2d\u7684\u793e\u56e2\u7ed3\u6784<\/span><\/section>\n
https:\/\/campus.swarma.org\/course\/1197<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n

\u7b97\u6cd5\u8bb2\u89e3<\/strong><\/span><\/p>\n

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Github\u4e0a\u70ed\u95e8\u5206\u4eab (\u6536\u85cf\u8d851.2k)  – \u793e\u56e2\u68c0\u6d4b\u76f8\u5173\u8bba\u6587\u53ca\u4ee3\u7801\u5b9e\u73b0\u96c6\uff1a<\/span><\/p>\n

https:\/\/github.com\/benedekrozemberczki\/awesome-community-detection<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n

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\u6a21\u5757\u5ea6\uff08Modularity\uff09\u4e0eFast Newman\u7b97\u6cd5\u8bb2\u89e3\u4e0e\u4ee3\u7801\u5b9e\u73b0\uff1a<\/span><\/p>\n

http:\/\/rrd.me\/gDT2S<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n

\u8be5\u6587\u7ae0\u4e3b\u8981\u4ecb\u7ecd\u4e86\u6a21\u5757\u5ea6\u7684\u4ea7\u751f\u3001\u539f\u7406\u548c\u5b9e\u73b0\u8fc7\u7a0b\u3002\u4f5c\u8005\u5229\u7528\u77e9\u9635\u5f62\u5f0f\u51cf\u5c11\u8ba1\u7b97\u65f6\u957f\uff0c\u6700\u540e\u4f7f\u7528matlab\u8fdb\u884c\u8ba1\u7b97\u3002<\/span><\/p>\n


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\u6ce8\uff1a\u4ee5\u4e0a\u7b97\u6cd5\u4ee3\u7801\u5747\u53ef\u4ee5\u5b9e\u73b0\uff0c\u66f4\u591a\u8be6\u60c5\u67e5\u770b\u8bcd\u6761\u94fe\u63a5<\/strong><\/p>\n

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[1]\u793e\u56e2\u7ed3\u6784 \u96c6\u667a\u767e\u79d1 :<\/span><\/strong><\/span><\/p>\n

https:\/\/wiki.swarma.org\/index.php?title=\u793e\u56e2\u7ed3\u6784<\/span><\/strong><\/span><\/p>\n

[2]\u793e\u56e2\u7ed3\u6784 \u7ef4\u57fa\u767e\u79d1:<\/span><\/strong><\/span><\/p>\n

https:\/\/en.wikipedia.org\/wiki\/Community_structure<\/span><\/strong><\/span><\/p>\n

[3]\u793e\u56e2\u7ed3\u6784 \u767e\u5ea6\u767e\u79d1 :<\/span><\/strong><\/span><\/p>\n

https:\/\/baike.baidu.com\/item\/\u793e\u56e2\u7ed3\u6784\/19479493?fr=aladdin<\/span><\/strong><\/span><\/p>\n

[4]CSDN\u76f8\u5173\u7b97\u6cd5\u9875\u9762<\/span><\/strong><\/span><\/p>\n

http:\/\/rrd.me\/gDT2S<\/span><\/strong><\/span><\/p>\n

[5]<\/span><\/strong><\/span>GitHub\u76f8\u5173\u7b97\u6cd5\u9875\u9762<\/span><\/p>\n

https:\/\/github.com\/benedekrozemberczki\/awesome-community-detection<\/span><\/strong><\/span><\/strong><\/p>\n

[6]\u96c6\u667a\u5b66\u56ed\u8bfe\u7a0b<\/span><\/strong><\/span><\/p>\n

https:\/\/campus.swarma.org\/course\/1197<\/span><\/strong><\/span><\/p>\n


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\u5206\u5f62\u51e0\u4f55\uff1a\u5bfb\u627e\u9690\u85cf\u7684\u7ef4\u5ea6 | \u96c6\u667a\u767e\u79d1<\/strong><\/span><\/a>
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\u4ec0\u4e48\u662f\u5143\u80de\u81ea\u52a8\u673a\uff1f| \u96c6\u667a\u767e\u79d1<\/strong><\/span><\/a>
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\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org
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