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博客评论的人类行为动力学实证研究和建模 被引量:25

Empirical study and modeling of human behaviour dynamics of comments on Blog posts
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摘要 基于网上博客评论的数据统计,给出评论时间间隔分布的实证研究,发现人们对于某个话题的兴趣逐渐消失,评论的时间间隔服从幂律分布。根据这个特征,提出了一个兴趣逐渐消失的人类行为动力学模型,用非齐次Poisson过程对模型进行严格分析,获得事件的时间间隔分布的解析表达式。结果表明,该模型的时间间隔服从幂律分布,幂律指数由两个参数调节,其范围在区间(1,∞)中,理论预测和实证结果相吻合。 Based on data statistics of online comments on Blog posts,this paper first presented an empirical study of a comment arrival-time interval distribution.Found that people interested in some subjects gradually disappear and the interval distribution was a power law.According to this feature,this paper proposed a model with gradually decaying interest.Gave a rigorous analysis on the model by non-homogeneous Poisson processes and obtained an analytic expression of the interval distribution.The analysis indicates that the time interval between two consecutive events follows the power-law distribution with a tunable exponent,which can be controlled by the model parameters and is in interval(1,+∞).The analytical result agrees with the empirical results well,obeying an approximately power-law form.The model provides a theoretical basis for human behaviour dynamics of comments on Blog posts.
作者 郭进利
出处 《计算机应用研究》 CSCD 北大核心 2011年第4期1422-1424,1433,共4页 Application Research of Computers
基金 国家自然科学基金资助项目(70871082) 上海市重点学科建设资助项目(S30504)
关键词 人类动力学 POISSON过程 幂律分布 博客帖子评论 human dynamics Poisson process power-law distribution comments on Blog posts
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