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一种基于多模式影响力的微博信息扩散预测方法

李亚 王晓燕 张新刚

计算机应用研究2016,Vol.33Issue(10):2910-2913,2918,5.
计算机应用研究2016,Vol.33Issue(10):2910-2913,2918,5.DOI:10.3969/j.issn.1001-3695.2016.10.007

一种基于多模式影响力的微博信息扩散预测方法

Predicting trending messages and diffusion participants based on multi-types of influences in microblogs

李亚 1王晓燕 1张新刚2

作者信息

  • 1. 南阳师范学院 软件学院,河南 南阳473061
  • 2. 南阳师范学院 计算机与信息技术学院,河南 南阳473061
  • 折叠

摘要

Abstract

Microblogs have become an essential way to improve the communications among people.If the outbreak of a mes-sage could be predicted,it would bring in valuable opportunities or devastating effects.Also,it would be important if the people could predict whether a message would become viral,and which users would participate in spreading this message.This paper defined three types of influences,such as interest-oriented influence,social-oriented influence,and epidemic-oriented influ-ence.Then,it proposed a diffusion-targeted influence model to differentiate and quantify various types of influence.Further-more,it modeled the problem of diffusion prediction by factorizing a user’s intention to transmit a microblog into these influ-ences.It could predict the future diffusion state of any new microblog by learned prediction model.A real-world microblogs dataset was conducted to evaluate this method.The results demonstrate the superiority of the model.

关键词

扩散预测/影响力/传播模型/微博

Key words

diffusion prediction/influence/diffusion model/microblog

分类

信息技术与安全科学

引用本文复制引用

李亚,王晓燕,张新刚..一种基于多模式影响力的微博信息扩散预测方法[J].计算机应用研究,2016,33(10):2910-2913,2918,5.

基金项目

河南省科技计划资助项目(132300410210,142300410044);河南省教育厅科学技术研究重点项目(13A520810,14A520057);河南省基础与前沿技术研究计划资助项目 ()

计算机应用研究

OA北大核心CSCDCSTPCD

1001-3695

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