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Identifying Network Public Opinion Leaders Based on Markov Logic Networks

机译:基于马尔可夫逻辑网络的网络舆论领导者识别

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摘要

Public opinion emergencies have important effect on social activities. Recognition of special communities like opinion leaders can contribute to a comprehensive understanding of the development trend of public opinion. In this paper, a network opinion leader recognition method based on relational data was put forward, and an opinion leader recognition system integrating public opinion data acquisition module, data characteristic selection, and fusion module as well as opinion leader discovery module based on Markov Logic Networks was designed. The designed opinion leader recognition system not only can overcome the incomplete data acquisition and isolated task of traditional methods, but also can recognize opinion leaders comprehensively with considerations to multiple problems by using the relational model. Experimental results demonstrated that, compared with the traditional methods, the proposed method can provide a more accurate opinion leader recognition and has good noise immunity.
机译:突发公共事件对社会活动具有重要影响。对诸如意见领袖之类的特殊社区的认可可以有助于对公众舆论发展趋势的全面了解。提出了一种基于关系数据的网络舆情领袖识别方法,并提出了一种基于马尔可夫逻辑网络的舆情数据采集模块,数据特征选择,融合模块以及舆情领袖发现模块相集成的舆论领袖识别系统。被设计。设计的意见领袖识别系统不仅可以克服传统方法数据采集不完整和任务隔离的问题,而且可以利用关系模型综合考虑多个问题来综合识别意见领袖。实验结果表明,与传统方法相比,该方法可以提供更准确的意见领袖识别,并且具有良好的抗噪能力。

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