{"id":59887,"date":"2025-05-20T21:29:02","date_gmt":"2025-05-20T13:29:02","guid":{"rendered":"https:\/\/swarma.org\/?p=59887"},"modified":"2025-05-20T21:29:02","modified_gmt":"2025-05-20T13:29:02","slug":"%e5%a6%82%e4%bd%95%e9%a2%84%e6%b5%8b%e7%a4%be%e4%ba%a4%e7%bd%91%e7%bb%9c%e4%b8%ad%e7%94%a8%e6%88%b7%e4%bd%95%e6%97%b6%e4%bc%9a%e4%bb%8e%e5%80%be%e5%90%ac%e8%80%85%e8%bd%ac%e5%8f%98","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=59887","title":{"rendered":"\u5982\u4f55\u9884\u6d4b\u793e\u4ea4\u7f51\u7edc\u4e2d\u7528\u6237\u4f55\u65f6\u4f1a\u4ece\u201c\u503e\u542c\u8005\u201d\u8f6c\u53d8\u4e3a\u201c\u4f20\u64ad\u8005\u201d\uff1f"},"content":{"rendered":"
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\u8bba\u6587\u9898\u76ee\uff1aPredicting Participation Shift of Users at the Next Stage in Social Networks<\/span><\/p>\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/ieeexplore.ieee.org\/document\/10829773<\/span><\/p>\n<\/blockquote>\n


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\u6700\u8fd1\u7531\u540c\u6d4e\u5927\u5b66\u7684\u5f20\u6bc5\u8d85\u6559\u6388\u53ca\u5176\u56e2\u961f\u9886\u8854\u7684\u7814\u7a76\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u65e0\u76d1\u7763\u4e09\u6392\u5e8f<\/span> (TR\uff09<\/span>\u6a21\u578b\uff0c\u65e8\u5728\u89e3\u51b3\u793e\u4ea4\u7f51\u7edc\u4e2d\u7528\u6237\u4e0b\u4e00\u9636\u6bb5\u4f20\u64ad\u72b6\u6001\u7684\u9884\u6d4b\u95ee\u9898\u3002\u8be5\u6a21\u578b\u7ed3\u5408\u793e\u4ea4\u5f15\u529b\u6392\u540d<\/span> (Social Gravity Ranking\uff09<\/span>\u3001\u66dd\u5149\u65f6\u95f4\u6392\u540d<\/span> (Exposure Time Ranking\uff09<\/span>\u548c\u7ea7\u8054\u76f8\u4f3c\u6027\u6392\u540d<\/span> (Cascade Similarity Ranking\uff09<\/span>\uff0c\u591a\u7ef4\u5ea6\u5730\u4ece\u793e\u4ea4\u5f71\u54cd\u529b\u3001\u7ea7\u8054\u4e2d\u7684\u65f6\u5e8f\u548c\u4f4d\u6b21\u4fe1\u606f\u5bf9\u7528\u6237\u7684\u4f20\u64ad\u7279\u5f81\u8fdb\u884c\u523b\u753b\uff0c\u63d0\u5347\u4e86\u6a21\u578b\u9884\u6d4b\u7684\u51c6\u786e\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/span><\/span><\/p>\n


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2.1 \u793e\u4ea4\u5f15\u529b\u7279\u5f81<\/span><\/span><\/span><\/p>\n


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\u53d7\u725b\u987f\u4e07\u6709\u5f15\u529b\u5b9a\u5f8b\u542f\u53d1\uff0c\u672c\u7814\u7a76\u5bf9\u793e\u4ea4\u7f51\u7edc\u4e0a\u7528\u6237\u95f4\u7684\u4fe1\u606f\u4f20\u64ad\u5f71\u54cd\u529b\u8fdb\u884c\u663e\u5f0f\u5efa\u6a21\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u672a\u53c2\u4e0e\u4f20\u64ad\u7684\u7528\u6237\ud835\udc63\u548c\u4e00\u4e2a\u5df2\u53c2\u4e0e\u4f20\u64ad\u7684\u7528\u6237u\uff0c\u6211\u4eec\u5b9a\u4e49\u793e\u4ea4\u5f15\u529b<\/span><\/span><\/span><\/p>\n


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

<\/section>\n


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

\u5176\u4e2d<\/span><\/span>\"image.png\"<\/span><\/sub>\u548c<\/span><\/span>\"image.png\"<\/span><\/sub>\u5206\u522b\u8868\u793a\u7528\u6237\ud835\udc63\u548c\u7528\u6237u\u7684\u51fa\u5ea6\u4e0e\u5165\u5ea6\uff0c\ud835\udc51(\ud835\udc62, \ud835\udc63)\u4e3a\u4e24\u7528\u6237\u95f4\u7684\u6700\u77ed\u8def\u5f84\u8ddd\u79bb\uff0c\ud835\udf0f\u4e3a\u8ddd\u79bb\u8870\u51cf\u7cfb\u6570\u3002\ud835\udf0f\u63a7\u5236\u4e86\u7528\u6237\ud835\udc63\u7684\u9ad8\u9636\u90bb\u5c45 (\u5728\u6709\u5411\u56fe\u4e2d\u4ee3\u8868 <\/span><\/span>v <\/span><\/span><\/em>\u7684\u591a\u8df3\u7236\u7cfb\u8282\u70b9\uff09<\/span><\/span>\"image.png\"<\/span><\/sub> \u5bf9\ud835\udc63\u7684\u5f71\u54cd\u529b\u5927\u5c0f\uff1b\u5982\u679c\ud835\udf0f\u5f88\u5c0f\uff0c\u90a3\u4e48\u9ad8\u9636\u90bb\u5c45\u5bf9\u8282\u70b9\ud835\udc63\u7684\u793e\u4ea4\u5f15\u529b\u968f\u8ddd\u79bb\u7684\u8870\u51cf\u5c31\u4f1a\u5f88\u5c0f\uff0c\u4e5f\u5c31\u610f\u5473\u7740\u9ad8\u9636\u90bb\u5c45\u7684\u5f71\u54cd\u529b\u662f\u4e0d\u53ef\u4ee5\u5ffd\u7565\u7684\uff1b\u53cd\u4e4b\uff0c\u5982\u679c\ud835\udf0f\u5f88\u5927\uff0c\u90a3\u4e48\u9ad8\u9636\u90bb\u5c45\u5bf9\u4e2d\u5fc3\u8282\u70b9\u7684\u5f71\u54cd\u529b\u8870\u51cf\u5c31\u4f1a\u5f88\u5927\uff0c\u4e5f\u5c31\u610f\u5473\u7740\u9ad8\u9636\u90bb\u5c45\u7684\u5f71\u54cd\u529b\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\u3002<\/span><\/span><\/p>\n


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

\u5728\u5f97\u5230\u4e86\u793e\u4ea4\u5f15\u529b\ud835\udc39<\/span><\/span>\ud835\udc62,\ud835\udc63<\/span><\/sub> \u4e4b\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba1\u7b97\u7528\u6237\ud835\udc63\u7684\u793e\u4ea4\u5f15\u529b\u5f97\u5206\ud835\udc39<\/span><\/span>\ud835\udc63<\/span><\/sub> \uff1a<\/span><\/span><\/span><\/span><\/p>\n


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

<\/section>\n


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

\u5176\u4e2d\u0398<\/span><\/span>\ud835\udc59<\/span><\/span><\/sup>(\ud835\udefe)\u8868\u793a\u53c2\u4e0e\u7b2c\ud835\udc59 \u4e2a\u65f6\u6bb5\u4e0b\u7ea7\u8054\ud835\udc37\ud835\udc36<\/span><\/span>\ud835\udc59<\/span><\/span><\/sup>(\ud835\udefe)\u7684\u7528\u6237\u96c6\u5408\uff0c\u8fd9\u91cc<\/span><\/span>\"image.png\"<\/span><\/sub>\u8868\u793a\u5bf9\ud835\udc63\u65bd\u52a0\u5f71\u54cd\u529b\u7684\u7528\u6237\u96c6\u5408\u662f\ud835\udc63 \u7684 <\/span><\/span>k <\/span><\/span><\/em>\u8df3\u90bb\u57df\u5185\u5df2\u53c2\u4e0e\u4f20\u64ad\u7528\u6237\u3002<\/span><\/span><\/p>\n


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

2.2 \u66dd\u5149\u65f6\u95f4\u7279\u5f81<\/span><\/span><\/p>\n


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

\u5728\u793e\u4ea4\u7f51\u7edc\u4e2d\uff0c\u5173\u6ce8\u8005\u80fd\u591f\u63a5\u6536\u5230\u88ab\u5173\u6ce8\u8005\u53d1\u5e03\u7684\u4fe1\u606f\uff1b\u4f46\u901a\u5e38\u4e0d\u540c\u7684\u5173\u6ce8\u8005\u63a5\u89e6\u5e76\u8f6c\u53d1\u539f\u59cb\u63a8\u6587\u7684\u65f6\u95f4\u95f4\u9694\u662f\u4e0d\u540c\u7684\u3002<\/span><\/span><\/p>\n


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

<\/section>\n

\u56fe 2\uff1a\u66dd\u5149\u65f6\u95f4\u7279\u5f81\u7684\u8ba1\u7b97\u793a\u4f8b\u3002<\/span><\/span><\/p>\n


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

\u57fa\u4e8e\u6b64\uff0c\u672c\u5c0f\u8282\u7edf\u8ba1\u4e86\u540c\u4e00\u4e2a\u4fe1\u606f\u7ea7\u8054\u4e0a\u4e0d\u540c\u7528\u6237\u7684\u201c\u66dd\u5149\u65f6\u95f4\u201d\u503c\uff0c\u5c06\u7edf\u8ba1\u5f97\u5230\u7684\u6982\u7387\u5206\u5e03\u4f5c\u4e3a\u7528\u6237\u53c2\u4e0e\u4f20\u64ad\u7684\u6982\u7387\u968f\u65f6\u95f4\u53d8\u5316\u7684\u8868\u5f81\u3002\u6362\u53e5\u8bdd\u6765\u8bf4\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u521d\u59cb\u7528\u6237\ud835\udc62\u548c\u4e00\u4e2a\u672a\u53c2\u4e0e\u4f20\u64ad\u7684\u7528\u6237\ud835\udc63\uff0c\u82e5\u7528\u6237\ud835\udc62\u5728\u7528\u6237\ud835\udc63\u7684\u90bb\u5c45\u96c6\u5408\ud835\udc43<\/span><\/span>\ud835\udc63<\/span><\/sub> (\u5728\u6709\u5411\u56fe\u4e2d\ud835\udc62 \u4e3a\ud835\udc63 \u7684\u7236\u7cfb\u8282\u70b9\uff09\u4e2d\uff1b\u5b9a\u4e49\u4ece\u521d\u59cb\u7528\u6237\ud835\udc62\u5230\u5019\u9009\u7528\u6237\ud835\udc63\u4e4b\u95f4\u7684\u201c\u66dd\u5149\u65f6\u95f4\u201d\u4e3a\ud835\udc61<\/span><\/span>\ud835\udc63<\/span><\/sub> \u2212 \ud835\udc61<\/span><\/span>\ud835\udc62<\/span><\/sub>\uff0c\u90a3\u4e48\u7528\u6237\ud835\udc63\u5728\u7ea7\u8054\ud835\udc37\ud835\udc36<\/span><\/span><\/span><\/span><\/span>\ud835\udc59<\/span><\/span><\/sup>(\ud835\udefe)\u4e2d\u7684\u66dd\u5149\u65f6\u95f4\u603b\u548c<\/span><\/span>\"image.png\"<\/span><\/sub>\u4e3a\uff1a<\/span><\/span><\/p>\n


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

<\/section>\n


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

\u8fd9\u91cc\u0398<\/span><\/span>\ud835\udc59<\/span><\/span><\/sup>(\ud835\udefe) \u2229 \ud835\udc43<\/span><\/span>\ud835\udc63<\/span><\/span><\/sub>\u8868\u793a\u5bf9\ud835\udc63\u65bd\u52a0\u5f71\u54cd\u529b\u7684\u7528\u6237\u96c6\u5408\u662f\ud835\udc63\u7684\u90bb\u5c45<\/span> (\u5728\u6709\u5411\u56fe\u4e2d\u4e3a\u7236\u8282\u70b9\uff09<\/span>\u4e2d\u5df2\u53c2\u4e0e\u4f20\u64ad\u7684\u7528\u6237\u3002<\/span><\/span><\/p>\n


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

\u56fe 2-1 \u548c\u56fe 2-2 \u5206\u522b\u7ed9\u51fa\u4e86\u4e3a\u5df2\u53c2\u4e0e\u4f20\u64ad\u7528\u6237\ud835\udc63<\/span><\/span>\ud835\udc56<\/span><\/sub>\u548c\u672a\u53c2\u4e0e\u4f20\u64ad\u7528\u6237\ud835\udc63<\/span><\/span>\ud835\udc57<\/span><\/sub>\u8ba1\u7b97\u5176\u66dd\u5149\u65f6\u95f4\u603b\u548c\u7684\u793a\u4f8b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e\u5df2\u53c2\u4e0e\u4f20\u64ad\u7528\u6237\ud835\udc63<\/span><\/span>\ud835\udc56<\/span><\/sub>\uff0c\u4ed6\u6709\u4e24\u4e2a\u5df2\u53c2\u4e0e\u4f20\u64ad\u90bb\u5c45\ud835\udc62<\/span><\/span>1<\/span><\/sub>\u548c\ud835\udc62<\/span><\/span>2<\/span><\/sub>\uff0c\u4ed6\u4eec\u7684\u53c2\u4e0e\u4f20\u64ad\u65f6\u95f4\u5206\u522b\u662f<\/span><\/span><\/span><\/span>\"image.png\"<\/span><\/sub>\u548c<\/span><\/span>\"image.png\"<\/span><\/sub>\uff0c\u90a3\u4e48\ud835\udc63<\/span><\/span>\ud835\udc56<\/span><\/sub> \u7684\u66dd\u5149\u65f6\u95f4\u603b\u548c\u662f\uff1a<\/span><\/span><\/span>\"image.png\"<\/span><\/sub>=11 + 37 = 48\u3002\u800c\u5bf9\u4e8e\u672a\u53c2\u4e0e\u4f20\u64ad\u7528\u6237\ud835\udc63<\/span><\/span>\ud835\udc57<\/span><\/sub>\uff0c <\/span><\/span><\/span><\/span><\/span><\/span>\"image.png\"<\/span><\/sub>= 11 + 76 = 87\u3002<\/span><\/span><\/p>\n


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

\u6211\u4eec\u53ef\u4ee5\u57fa\u4e8e\u4fe1\u606f\u7ea7\u8054\ud835\udc37\ud835\udc36<\/span><\/span>\ud835\udc59<\/span><\/span><\/sup>(\ud835\udefe)\u4e2d\u6240\u6709\u521d\u59cb\u5df2\u53c2\u4e0e\u4f20\u64ad\u7684\u7528\u6237\uff0c\u7edf\u8ba1\u8fd9\u4e2a\u7ea7\u8054\u4e0a\u66dd\u5149\u65f6\u95f4\u603b\u548c\u7684\u6982\u7387\u5206\u5e03<\/span><\/span>\"image.png\"<\/span><\/sub>\u3002\u8fd9\u4e2a\u5206\u5e03\u7279\u5f81\u5f88\u597d\u5730\u523b\u753b\u4e86\u8fd9\u4e2a\u7ea7\u8054\u5728\u4fe1\u606f\u4f20\u64ad\u8fc7\u7a0b\u4e2d\u7684\u65f6\u5e8f\u89c4\u5f8b\u3002\u63a5\u7740\uff0c\u5bf9\u4e8e\u6240\u6709\u672a\u53c2\u4e0e\u4f20\u64ad\u7684\u5019\u9009\u7528\u6237\uff0c\u6211\u4eec\u53c2\u7167\u4e0a\u8ff0\u516c\u5f0f\u8ba1\u7b97\u4ed6\u4eec\u7684\u66dd\u5149\u65f6\u95f4\u603b\u548c<\/span><\/span>\"image.png\"<\/span><\/sub> \uff0c\u7136\u540e\u6839\u636e<\/span>\"image.png\"<\/span>\u5206\u5e03\u5f97\u5230\u8fd9\u4e00\u66dd\u5149\u65f6\u95f4\u603b\u548c\u5bf9\u5e94\u7684\u6982\u7387\u503c\uff0c\u8fd9\u4e2a\u6982\u7387\u503c\u4e5f\u5c31\u662f\u672c\u5c0f\u8282\u63d0\u51fa\u7684\u66dd\u5149\u65f6\u95f4\u7279\u5f81\u3002<\/span><\/span><\/p>\n


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

\u8fd9\u4e2a\u6982\u7387\u503c\u4e5f\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u53cd\u6620\u4e86\u5019\u9009\u7528\u6237\u7684\u66dd\u5149\u65f6\u95f4\u603b\u548c\u4e0e\u5df2\u53c2\u4e0e\u4f20\u64ad\u7528\u6237\u66dd\u5149\u65f6\u95f4\u603b\u548c\u7684\u76f8\u4f3c\u7a0b\u5ea6\uff1b\u5982\u679c\u8fd9\u4e2a\u6982\u7387\u503c\u5f88\u5927\uff0c\u8bf4\u660e\u8fd9\u4e2a\u5019\u9009\u7528\u6237\u5728\u4fe1\u606f\u4f20\u64ad\u8fc7\u7a0b\u4e2d\u7684\u65f6\u95f4\u5dee\u5f02\u7279\u5f81\u548c\u5927\u90e8\u5206\u5df2\u53c2\u4e0e\u4f20\u64ad\u7528\u6237\u7684\u65f6\u95f4\u5dee\u5f02\u7279\u5f81\u5f88\u76f8\u4f3c\uff0c\u8fd9\u610f\u5473\u7740\u4ed6\u5f88\u6709\u53ef\u80fd\u5728\u4e0b\u4e00\u4e2a\u65f6\u6bb5\u53c2\u4e0e\u8be5\u4fe1\u606f\u7ea7\u8054\u3002<\/span><\/span><\/p>\n


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

2.3 \u7ea7\u8054\u76f8\u4f3c\u6027\u7279\u5f81<\/span><\/span><\/p>\n


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

\u5728\u4fe1\u606f\u4f20\u64ad\u8fc7\u7a0b\u4e2d\uff0c\u7528\u6237\u4e4b\u95f4\u7684\u5f71\u54cd\u5e76\u4e0d\u603b\u662f\u901a\u8fc7\u76f4\u63a5\u7684\u5173\u6ce8\u5173\u7cfb\u65bd\u52a0\u7684\uff0c\u4e5f\u4f1a\u6709\u5916\u6e90\u6027\u7684\u56e0\u7d20[4]\u5bf9\u5f7c\u6b64\u4e0d\u662f\u5173\u6ce8\u5173\u7cfb\u7684\u7528\u6237\u751a\u81f3\u662f\u975e\u8fde\u901a\u7684\u7528\u6237\u65bd\u52a0\u5f71\u54cd\u3002\u9996\u5148\uff0c\u5c06\u4fe1\u606f\u7ea7\u8054\u4e2d\u7684\u7528\u6237\u5e8f\u5217\u4f5c\u4e3a\u8f93\u5165\u3002\u63a5\u7740\uff0c\u4f7f\u7528 One-hot \u7f16\u7801\u5c06\u8fd9\u4e9b\u7528\u6237 ID \u6620\u5c04\u4e3a\u5d4c\u5165\u5411\u91cf\ud835\udf0b<\/span><\/span>\ud835\udc63<\/span><\/sub>\uff0c\u5e76\u4f7f\u7528 Skip-gram \u7b97\u6cd5\u5b66\u4e60\u7528\u6237\u7684\u7ea7\u8054\u5d4c\u5165\u8868\u793a\u3002\u7c7b\u6bd4\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\uff0cSkip-gram \u7b97\u6cd5\u901a\u8fc7\u5b66\u4e60\u53e5\u5b50\u4e2d\u8bcd\u4e0e\u8bcd\u4e4b\u95f4\u7684\u4e0a\u4e0b\u6587\u5173\u7cfb\u6765\u5b66\u4e60\u8bcd\u5411\u91cf\uff0c\u8fd9\u91cc\u6211\u4eec\u901a\u8fc7\u5b66\u4e60\u7528\u6237\u4e0e\u7528\u6237\u95f4\u5728\u4fe1\u606f\u7ea7\u8054\u4e2d\u7684\u524d\u540e\u4f4d\u6b21\u5173\u7cfb\u6765\u5b66\u4e60\u7528\u6237\u7684\u7ea7\u8054\u5d4c\u5165\u8868\u793a\u3002<\/span><\/span><\/span><\/p>\n


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

\u5728\u5f97\u5230\u4e86\u7528\u6237\u7684\u7ea7\u8054\u5d4c\u5165\u8868\u793a\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba1\u7b97\u7528\u6237\ud835\udc63\u548c\u7528\u6237\ud835\udc62\u4e4b\u95f4\u7684\u7ea7\u8054\u76f8\u4f3c\u6027<\/span><\/span>\"image.png\"<\/span><\/sub>\u3002\u63a5\u7740\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba1\u7b97\u7528\u6237\ud835\udc63\u7684\u7ea7\u8054\u76f8\u4f3c\u6027\u5206\u6570\ud835\udc36\ud835\udc46<\/span><\/span>\ud835\udc63<\/span><\/sub>\uff1a<\/span><\/span><\/span><\/p>\n


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

<\/section>\n


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

\u6ce8\u610f\uff0c\u548c\u4e0a\u8ff0\u4e24\u79cd\u7279\u5f81\u4e0d\u540c\u7684\u662f\uff0c\u8fd9\u91cc\u5bf9\ud835\udc63 \u65bd\u52a0\u5f71\u54cd\u529b\u7684\u7528\u6237\u8303\u56f4\u662f\ud835\udc59\u65f6\u6bb5\u7ea7\u8054\u4e2d\u6240\u6709\u5df2\u53c2\u4e0e\u4f20\u64ad\u7684\u7528\u6237\u96c6\u5408\u0398<\/span><\/span>\ud835\udc59<\/span><\/span><\/sup>\uff0c\u8fd9\u91cc\u7684\ud835\udc62\u4e0e\ud835\udc63\u53ef\u4ee5\u4e0d\u8fde\u901a\u3002<\/span><\/span><\/p>\n


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

2.4 \u6392\u5e8f\u878d\u5408\u7b97\u6cd5<\/span><\/span><\/p>\n


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

\u57fa\u4e8e\u524d\u6587\u5f97\u5230\u7684\u4e09\u79cd\u7279\u5f81\u7684\u6392\u5e8f\u7ed3\u679c\uff0c\u5206\u522b\u662f SGR\u3001ETR \u548c CSR\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u8fd9\u56db\u79cd\u7279\u5f81\u7684\u6392\u5e8f\u7ed3\u679c\u52a0\u6743\u878d\u5408\uff0c\u5f97\u5230\u6700\u7ec8\u7684\u6392\u5e8f\u7ed3\u679c\uff1a<\/span><\/span><\/p>\n


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

R = \u03b1 \u2219 SGR(\u03c4) + \u03b2 \u2219 ETR + (1 \u2212 \u03b1 \u2212 \u03b2) \u2219 CSR,<\/span><\/span><\/p>\n


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

\u5176\u4e2d\uff0c\u03b1\u548c\u03b2\u5206\u522b\u7528\u4e8e\u63a7\u5236\u793e\u4ea4\u5f15\u529b\u6392\u5e8f\u548c\u66dd\u5149\u65f6\u95f4\u6392\u5e8f\u7684\u91cd\u8981\u6027\u7a0b\u5ea6\u3002\u5728\u5f97\u5230\u6240\u6709\u5019\u9009\u8005\u7684\u6392\u5e8f\u5f97\u5206R\u540e\uff0c\u5982\u679c\u5019\u9009\u8005v\u7684\u6700\u7ec8\u6392\u5e8f\u5f97\u5206\ud835\udc45<\/span><\/span>\ud835\udc63<\/span><\/span><\/sub>\u5904\u5728\u524dp<\/span><\/span>a<\/span><\/sub>%\u5185\uff0c\u6a21\u578b\u5c31\u4f1a\u9884\u6d4b\u4ed6\u5728\u4e0b\u4e00\u4e2a\u65f6\u6bb5\ud835\udc59 + 1\u5185\u53c2\u4e0e\u8be5\u4fe1\u606f\u7ea7\u8054\u3002<\/span><\/span><\/span><\/p>\n


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


<\/span><\/h1>\n

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

<\/span><\/section>\n
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<\/section>\n<\/section>\n<\/section>\n
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3. <\/span>\u5b9e\u9a8c\u9a8c\u8bc1\u4e0e\u7ed3\u679c\u5206\u6790<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

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

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


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

\u8868 1 \u5c55\u793a\u4e86\u5404\u57fa\u7ebf\u6a21\u578b<\/span> (CT\u3001DT\u3001GT\uff09<\/span>\u548c\u4e09\u6392\u5e8f\u6a21\u578b<\/span> (TR\uff09<\/span>\u5728 Higgs \u6570\u636e\u96c6\u7684\u4e0d\u540c\u65f6\u6bb5\u4e0a\u7684\u5bf9\u6bd4\u5b9e\u9a8c\u7ed3\u679c\u3002\u8868\u4e2d\u5206\u522b\u5217\u51fa\u4e86\u5404\u6a21\u578b\u5728\u4e0d\u540c\u89c4\u6a21\u7684\u7ea7\u8054\u6d4b\u8bd5\u96c6\u4e0a\u7684\u6392\u540d\u8868 \u73b0\uff0c\u5176\u4e2d candidates \u6307\u51fa\u4e86\u6d4b\u8bd5\u96c6\u4e2d\u7684\u5f85\u9884\u6d4b\u7528\u6237\u6570\u91cf\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\u672c\u7814\u7a76\u63d0\u51fa\u7684\u4e09\u6392\u5e8f\u6a21\u578b\u5728\u6240\u6709\u65f6\u6bb5\u7684\u52a0\u6743\u6392\u540d\u4e0a\u90fd\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u7684\u57fa\u7ebf\u6a21\u578b\uff0c\u8bf4\u660e\u4e86\u6240\u63d0\u51fa\u7684\u4e09\u79cd\u65f6\u7a7a\u7279\u5f81\u5efa\u6a21\u65b9\u6cd5\u4e0e\u6392\u5e8f\u878d\u5408\u7b97\u6cd5\u7684\u6709\u6548\u6027\u3002\u540c\u65f6\uff0cCT \u548cDT \u6a21\u578b\u7684\u9884\u6d4b\u8868\u73b0\u975e\u5e38\u63a5\u8fd1\uff0c\u8fd9\u662f\u56e0\u4e3a\u8fd9\u4e24\u4e2a\u6a21\u578b\u90fd\u662f\u57fa\u4e8e\u793e\u4ea4\u5f71\u54cd\u529b\u7684\u4f20\u64ad\u8005\u9884\u6d4b\u6a21\u578b\uff0c\u533a\u522b\u53ea\u662f DT \u6a21\u578b\u5728\u8ba1\u7b97\u793e\u4ea4\u5f71\u54cd\u529b\u65f6\u5f15\u5165\u4e86\u4e00\u4e2a\u65f6\u95f4\u8870\u51cf\u56e0\u5b50\u3002\u5176\u4ed6\u6570\u636e\u96c6\u4e0a\u7684\u5bf9\u6bd4\u5b9e\u9a8c\u7ed3\u679c\u53ef\u4ee5\u53c2\u8003\u539f\u6587\u4e2d\u7684\u7b2c VII \u8282\u3002<\/span><\/span><\/p>\n


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

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

\u8868 1\uff1a\u5404\u57fa\u7ebf\u6a21\u578b ( CT\u3001DT\u3001GT\uff09\u548c\u4e09\u6392\u5e8f\u6a21\u578b ( TR\uff09\u5728 Higgs \u6570\u636e\u96c6\u7684\u4e0d\u540c\u65f6\u6bb5\u4e0a\u7684\u5bf9\u6bd4\u5b9e\u9a8c\u7ed3\u679c\u3002\u6bcf\u4e00\u884c\u5bf9\u5e94\u4e00\u4e2a\u65f6\u6bb5\u4e0a\u7684\u9884\u6d4b\u7ed3\u679c\uff0c\u6bcf\u4e00\u5217\u5bf9\u5e94\u4e86\u4e00\u79cd\u5bf9\u6bd4\u6a21\u578b\u3002\u6bcf\u4e00\u884c\u90fd\u7528\u7c97\u4f53\u6807\u8bc6\u4e86\u53d6\u5f97\u6700\u597d\u7ed3\u679c\u7684\u6a21\u578b\u3002<\/span><\/span><\/p>\n


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

\u540c\u65f6\uff0c\u53c2\u8003\u4e4b\u524d\u7814\u7a76\u7684\u505a\u6cd5[2]\uff0c\u6211\u4eec\u5bf9\u4e09\u79cd\u6392\u5e8f\u7684\u529f\u80fd\u8fdb\u884c\u4e86\u53ef\u89c6\u5316\u5206\u6790\u3002\u56fe 3 \u5c55\u793a\u4e86\u4f7f\u7528 t-SNE \u5bf9\u6bcf\u4e2a\u5019\u9009\u7528\u6237\u7684\u7279\u5f81\u5411\u91cf\u964d\u7ef4\u540e\u7684\u7ed3\u679c\u3002\u5728\u56fe 3(a)\u4e2d\uff0c\u6211\u4eec\u57fa\u4e8e\u5019\u9009\u7528\u6237\u7684\u771f\u5b9e\u4f20\u64ad\u6807\u7b7e<\/span> (\u5373 1 \u8868\u793a\u5df2\u53c2\u4e0e\u4f20\u64ad\uff0c0 \u8868\u793a\u672a\u53c2\u4e0e\u4f20\u64ad\uff09<\/span>\u5bf9\u5176\u8fdb\u884c\u7740\u8272\u3002\u5728\u5176\u4f59\u7684\u5b50\u56fe\u4e2d\uff0c\u6211\u4eec\u6839\u636e\u7528\u6237\u4e0d\u540c\u7684\u7279\u5f81<\/span> (\u4f8b\u5982\uff0c\u793e\u4ea4\u5f15\u529b\u5206\u6570\uff09<\/span>\u5bf9\u8282\u70b9\u8fdb\u884c\u7740\u8272\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4e3a\u4e86\u6bd4\u8f83\u672c\u6587\u63d0\u51fa\u7684\u7279\u5f81\u548c\u5e38\u7528\u8282\u70b9\u91cd\u8981\u6027\u7279\u5f81\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u6211\u4eec\u8fd8\u5728\u56fe 3(b)\u4e2d\u5c55\u793a\u4e86\u5404\u8282\u70b9 PageRank [3]\u7684\u53ef\u89c6\u5316\u7ed3\u679c\u3002\u6b64\u65f6\uff0c\u67d0\u4e2a\u7279\u5f81\u7684\u7740\u8272\u7ed3\u679c\u4e0e\u5b50\u56fe (a)\u8d8a\u4e00\u81f4\uff0c\u5219\u8bf4\u660e\u8be5\u7279\u5f81\u5bf9\u4e8e\u6a21\u578b\u7684\u6027\u80fd\u8d8a\u91cd\u8981\u3002<\/span><\/span><\/p>\n


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

\u57fa\u4e8e\u53ef\u89c6\u5316\u7ed3\u679c\uff0c\u4e0d\u96be\u770b\u51fa\uff1a(1\uff09\u56fe 3(a) \u548c\u56fe 3(b) \u4e2d\u7684\u6570\u636e\u70b9\u88ab\u805a\u7c7b\u6210\u82e5\u5e72\u4e2a\u56e2\u7c07\uff0c\u6bcf\u4e2a\u56e2\u7c07\u4e2d\u7684\u8f6c\u53d1\u7528\u6237\u548c\u672a\u8f6c\u53d1\u7528\u6237\u7684\u6bd4\u4f8b\u662f\u4e92\u8865\u7684\u3002(2\uff09\u56fe 3(d)\u3001\u56fe 3(e)\u548c\u56fe 3(f)\u4e2d\u7684\u989c\u8272\u6a21\u5f0f\u4e0e\u56fe 3(a)\u4e2d\u7684\u6b63\u4f8b\u7684\u989c\u8272\u6a21\u5f0f\u4e00\u81f4\uff0c\u8bf4\u660e\u8fd9\u4e09\u4e2a\u7279\u5f81\u5bf9\u4e8e\u9884\u6d4b\u7528\u6237\u7684\u8f6c\u53d1\u884c\u4e3a\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u56e0\u6b64\uff0c\u8fd9\u4e9b\u53ef\u89c6\u5316\u7ed3\u679c\u8bc1\u660e\u4e86\u672c\u6587\u63d0\u51fa\u7684\u4e09\u79cd\u6392\u5e8f\u7279\u5f81\u5728\u5206\u65f6\u4fe1\u606f\u4f20\u64ad\u8005\u9884\u6d4b\u4efb\u52a1\u4e0a\u7684\u6709\u6548\u6027\u3002\u4e09\u79cd\u7279\u5f81\u5206\u522b\u4ece\u793e\u4ea4\u5f71\u54cd\u529b\u3001\u7ea7\u8054\u4e2d\u7684\u65f6\u5e8f\u548c\u4f4d\u6b21\u4fe1\u606f\u7684\u89d2\u5ea6\u523b\u753b\u4e86\u7528\u6237\u53c2\u4e0e\u4fe1\u606f\u7ea7\u8054\u7684\u503e\u5411\u6027\u3002<\/span><\/span><\/p>\n


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

<\/section>\n

\u56fe 3\uff1at-SNE \u53ef\u89c6\u5316\u7ed3\u679c\u3002\u56fe\u4e2d\u7684\u6bcf\u4e2a\u70b9\u90fd\u4ee3\u8868\u6d4b\u8bd5\u96c6\u4e2d\u7684\u4e00\u4e2a\u7528\u6237\u3002\u6211\u4eec\u57fa\u4e8e\u7279\u5f81\u503c\u6216\u8005\u6807\u7b7e\u503c\u5bf9\u8fd9\u4e9b\u70b9\u8fdb\u884c\u7740\u8272\u3002\u7ea2\u8272\u8868\u793a\u8f83\u5927\u503c\uff0c\u84dd\u8272\u8868\u793a\u8f83\u5c0f\u503c\u3002\u5b50\u56fe\u4e0a\u65b9\u7684\u6807\u9898\u5219\u5bf9\u5e94\u4e86\u6bcf\u4e2a\u7279\u5f81\u6216\u6807\u7b7e\u7684\u540d\u79f0\u3002<\/span><\/span><\/p>\n


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


<\/span><\/h1>\n

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

<\/span><\/section>\n
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<\/section>\n<\/section>\n<\/section>\n
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4. \u7ed3\u8bed<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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


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\u8fd9\u9879\u7814\u7a76\u5bf9\u4fe1\u606f\u4f20\u64ad\u9886\u57df\u7684\u7814\u7a76\u5177\u6709\u91cd\u8981\u7684\u7406\u8bba\u548c\u5e94\u7528\u4ef7\u503c\uff0c\u5c24\u5176\u662f\u793e\u4ea4\u5f71\u54cd\u529b\u3001\u66dd\u5149\u65f6\u95f4\u4e0e\u7ea7\u8054\u76f8\u4f3c\u6027\u6982\u5ff5\u7684\u63d0\u51fa\u7ed9\u793e\u4ea4\u7f51\u7edc\u5206\u6790\u4ee5\u53ca\u56fe\u6570\u636e\u76f8\u5173\u9886\u57df\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\u3002\u5176\u6b21\uff0c\u7531\u4e8e\u4e09\u6392\u5e8f\u6a21\u578b\u5728\u8ba1\u7b97\u590d\u6742\u5ea6\u4e0a\u7684\u4f18\u52bf\uff0c\u5b83\u5728\u5927\u89c4\u6a21\u793e\u4ea4\u7f51\u7edc\u4ee5\u53ca\u9700\u8981\u5b9e\u65f6\u53cd\u9988\u7684\u4e0b\u6e38\u5e94\u7528\u4e2d\u5c06\u626e\u6f14\u91cd\u8981\u7684\u89d2\u8272\u3002\u968f\u7740\u7814\u7a76\u7684\u6df1\u5165\uff0c\u6211\u4eec\u5728\u672a\u6765\u7684\u7814\u7a76\u4e2d\u5c06\u8fdb\u4e00\u6b65\u6574\u5408\u6587\u672c\u5185\u5bb9\u7279\u5f81\u4e0e\u52a8\u6001\u7f51\u7edc\u6f14\u5316\uff0c\u63a2\u7d22\u591a\u6a21\u6001\u6570\u636e\u4e0b\u7684\u4f20\u64ad\u6a21\u578b\u3002\u6b64\u5916\uff0c\u8bfe\u9898\u7ec4\u8ba1\u5212\u5c06\u4e09\u6392\u5e8f\u6a21\u578b\u7684\u5e94\u7528\u573a\u666f\u6269\u5c55\u81f3\u8de8\u5e73\u53f0\u4fe1\u606f\u4f20\u64ad\uff0c\u4ee5\u9a8c\u8bc1\u5176\u6cdb\u5316\u80fd\u529b\u3002<\/span><\/span><\/p>\n


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

\u53c2\u8003\u6587\u732e\uff1a<\/span><\/span><\/p>\n

[1] Perozzi, B., Al-Rfou, R., Skiena, S. Deepwalk: Online learning of social representations[C]\/\/Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining. 2014: 701-710.<\/span><\/span><\/p>\n

[2] Li, C., Ma, J., Guo, X., et al. Deepcas: An end-to-end predictor of information cascades[C]\/\/Proceedings of the 26th International Conference on World Wide Web. 2017: 577-586.<\/span><\/span><\/p>\n

[3] Bianchini, M., Gori, M., Scarselli, F. Inside pagerank[J]. ACM Transactions on Internet Technology (TOIT), 2005, 5(1): 92-128.<\/span><\/span><\/p>\n

[4] Myers, S. A., Zhu, C., Leskovec, J. Information diffusion and external influence in networks [C]\/\/Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining. 2012: 33-41.<\/span><\/span><\/p>\n


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

<\/span><\/span><\/strong><\/span><\/section>\n
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\u590d\u6742\u7f51\u7edc\u52a8\u529b\u5b66\u8bfb\u4e66\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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

\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u5408\u80a5\u5de5\u4e1a\u5927\u5b66\u7269\u7406\u7cfb\u6559\u6388\u674e\u660e\u3001\u540c\u6d4e\u5927\u5b66\u526f\u6559\u6388\u5f20\u6bc5\u8d85\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7279\u8058\u526f\u7814\u7a76\u5458\u53f2\u8d35\u5143\u4e0e\u5728\u8bfb\u535a\u58eb\u751f\u90b1\u4ef2\u666e\u3001\u5f20\u7ae0\u5171\u540c\u53d1\u8d77<\/span><\/span>\u300c\u590d\u6742\u7f51\u7edc\u52a8\u529b\u5b66\u300d\u8bfb\u4e66\u4f1a<\/a><\/span>\u3002\u672c\u6b21\u8bfb\u4e66\u4f1a\u5c06\u63a2\u8ba8\uff1a\u540c\u6b65\u76f8\u53d8\u7684\u4e34\u754c\u6027\u3001\u5982\u4f55\u666e\u9002\u5730\u523b\u753b\u591a\u7a33\u6001\u4e0e\u4e34\u754c\u70b9\u3001\u5982\u4f55\u8bc6\u522b\u5e76\u9884\u6d4b\u4e34\u754c\u8f6c\u53d8\u3001\u5982\u4f55\u901a\u8fc7\u5c40\u90e8\u5e72\u9884\u6765\u8c03\u63a7\u7cfb\u7edf\u4fdd\u6301\u6216\u56de\u5230\u671f\u671b\u7a33\u6001\u3001\u7206\u70b8\u903e\u6e17\u4e34\u754c\u884c\u4e3a\u7684\u5173\u952e\u7279\u5f81\u3001\u4e0d\u540c\u7c7b\u578b\u7684\u7ea7\u8054\u8fc7\u7a0b\u5bf9\u903e\u6e17\u76f8\u53d8\u7684\u5f71\u54cd\u6709\u4f55\u5f02\u540c\u3001\u9ad8\u9636\u76f8\u4e92\u4f5c\u7528\u7684\u5f71\u54cd\u80fd\u5426\u7b49\u6548\u4e3a\u82e5\u5e72\u7b80\u5355\u673a\u5236\u7684\u53e0\u52a0\u3001\u5982\u4f55\u6709\u6548\u5730\u4fc3\u8fdb\u4eba\u7c7b\u4e2a\u4f53\u95f4\u7684\u5408\u4f5c\u7b49\u95ee\u9898\u3002<\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u8bfb\u4e66\u4f1a\u8ba1\u5212\u4ece3\u67087\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u4e94\u665a19:30-21:30\u8fdb\u884c\uff0c\u6301\u7eed8-10\u5468\u3002\u8bda\u631a\u9080\u8bf7\u9886\u57df\u5185\u7814\u7a76\u8005\u3001\u5bfb\u6c42\u8de8\u9886\u57df\u878d\u5408\u7684\u7814\u7a76\u8005\u52a0\u5165\uff0c\u5171\u540c\u63a2\u8ba8\u3002<\/span><\/span><\/section>\n


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

\"\u56fe\u7247\"<\/span><\/a><\/section>\n
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\u8be6\u60c5\u8bf7\u89c1\uff1a\u590d\u6742\u7f51\u7edc\u4e0a\u7684\u81ea\u7ec4\u7ec7\u4e0e\u96c6\u4f53\u884c\u4e3a\uff1a\u4ece\u6269\u6563\u3001\u76f8\u53d8\u5230\u535a\u5f08 | \u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><\/span><\/p>\n<\/section>\n


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

\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n
<\/strong><\/section>\n
1. \u524d\u6cbf\u8fdb\u5c55\uff1a\u5927\u6a21\u578bagent\u7684\u793e\u4ea4\u4e92\u52a8\u6d8c\u73b0\u51fa\u65e0\u6807\u5ea6\u7f51\u7edc<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
2. Chaos \u901f\u9012\uff1a\u793e\u4ea4\u7f51\u7edc\u4e2d\u611f\u77e5\u504f\u89c1\u4e0b\u7684\u610f\u89c1\u4f20\u64ad\u7ea7\u8054<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
3. PRX \u901f\u9012\uff1a\u4e3a\u4ec0\u4e48\u793e\u4ea4\u7f51\u7edc\u4e2d\u5b58\u5728\u516d\u5ea6\u5206\u9694\u7406\u8bba\uff1f<\/span><\/a><\/span><\/strong><\/section>\n
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4. <\/span><\/strong><\/span>\u6e38\u620f\u5316\u79d1\u7814\u2014\u2014\u8ba9\u6211\u4eec\u7a81\u7834\u5185\u5377\u3001\u5171\u7814\u6d8c\u73b0<\/a><\/span><\/strong><\/strong><\/span><\/section>\n
<\/strong>5. <\/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><\/section>\n

6. \u52a0\u5165\u96c6\u667a\uff0c\u73a9\u8f6c\u590d\u6742\uff0c\u5171\u521b\u6591\u56fe\uff01\u96c6\u667a\u4ff1\u4e50\u90e8\u7ebf\u4e0b\u5fd7\u613f\u8005\u62db\u52df<\/span><\/a><\/span><\/strong><\/p>\n


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\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":"

\u5bfc\u8bed \u5728\u52a8\u6001\u53d8\u5316\u7684\u5728\u7ebf\u793e\u4ea4\u7f51\u7edc\u4e2d\uff0c\u4fe1\u606f\u4f20\u64ad\u7684\u8def\u5f84\u4e0e\u7528\u6237\u53c2\u4e0e\u884c\u4e3a\u5f80\u5f80\u96be\u4ee5\u9884\u6d4b\u3002\u4f20\u7edf\u7814\u7a76\u591a\u805a\u7126\u4e8e\u4fe1\u606f\u7ea7\u8054\u7684\u6700\u7ec8\u89c4\u6a21\u6216\u65e9\u671f\u7206\u53d1\u6f5c\u529b\uff0c\u7136\u800c\u5982\u4f55\u7cbe\u51c6\u9884\u6d4b\u7528\u6237\u5728\u4fe1\u606f\u4f20\u64ad\u4e0b\u4e00\u9636\u6bb5\u662f\u5426\u4f1a\u4ece\u201c\u503e\u542c\u8005\u201d\u8f6c\u53d8\u4e3a\u201c\u4f20\u64ad\u8005\u201d\uff0c\u4ecd\u662f\u4e00\u4e2a\u5f00\u653e\u6027\u95ee\u9898\u3002\u300aIEEE Transactions on Network Science an…<\/p>\n","protected":false},"author":0,"featured_media":59860,"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\/59887"}],"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=59887"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/59887\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/59860"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=59887"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=59887"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=59887"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=59887"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}