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微博内向型传导热点发现与预测算法研究
引用本文:王林森,王学义.微博内向型传导热点发现与预测算法研究[J].图书情报工作,2018,62(3):71-77.
作者姓名:王林森  王学义
作者单位:1. 西南医科大学人文与管理学院 泸州 646000; 2. 西南财经大学中国西部经济研究中心 成都 611130
基金项目:本文系国家社会科学基金青年项目"群体性事件管理推演与应对措施研究"(项目编号:14CGL050)和中央高校基本科研业务费专项资金"基于复杂网络的微博用户关系发现研究"(项目编号:JBK141106)研究成果之一。
摘    要:目的/意义]为应对微博内向型传导热点生灭速度快、热点特征不明显等问题,研究新型的微博内向型传导热点发现与预测算法。方法/过程]针对上述问题,基于复杂网络分析方法,构建微博传导热点预测算法,该算法通过复杂网络节点模型扩展生成微博传导节点模型,发现内向型传导节点的传导子网;通过对传导节点序列实施热功率计算,对其信息传导覆盖范围以及未来影响力进行预测,进行传导热点发现及预测。结果/结论]数据实验表明,该算法较之目前常用的热点预测算法,具有较高的传导热点覆盖率和准确率,且耗时较少,性价比较高。

关 键 词:舆情监测  微博  复杂网络  传导节点  热点预测  
收稿时间:2017-09-07

Research on the Detecting and Prognosis Algorithm of the Micro-blog Hotspot Transmission Inward Node
Wang Linsen,Wang Xueyi.Research on the Detecting and Prognosis Algorithm of the Micro-blog Hotspot Transmission Inward Node[J].Library and Information Service,2018,62(3):71-77.
Authors:Wang Linsen  Wang Xueyi
Institution:1. Humanlties and Management Sciences School of Southwest Medical University, Luzhou 646000; 2. West China Center for Economic Research Southwestern University of Finance and Economics, Chengdu 611130
Abstract:Purpose/significance]In order to deal with the quick birth-death process and unconspicuous hotspot characteristics of information transmission nodes, a new detecting and prognosis system is proposed based on complex networks. Method/process]In order to deal with those problems, a novel micro-blog information transmission hotspot inward node prognosis algorithm was proposed as the IPIN algorithm based on complex network analysis methods. This paper used this algorithm to build a model with complex network node relations, and found relation sub-networks by related nodes. Then, the thermal power spectrum computing was used to dope out information transmission ranges and prospective effects. Result/conclusion]Data experiment results prove that the IPIN algorithm has higher hot transmission node coverage rate, accuracy rate and better cost-performance than those of the SNMA algorithm.
Keywords:public opinion monitoring  micro-blog  complex network  information transmission node  hotspot prognosis  
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