title: A Multilayer Naïve Bayes Model for Analyzing User's Retweeting Sentiment Tendency.
abstract: Today microblogging has increasingly become a means of information diffusion via user's retweeting behavior. Since retweeting content, as context information of microblogging, is an understanding of microblogging, hence, user's retweeting sentiment tendency analysis has gradually become a hot research topic. Targeted at online microblogging, a dynamic social network, we investigate how to exploit dynamic retweeting sentiment features in retweeting sentiment tendency analysis. On the basis of time series of user's network structure information and published text information, we first model dynamic retweeting sentiment features. Then we build Naïve Bayes models from profile-, relationship-, and emotion-based dimensions, respectively. Finally, we build a multilayer Naïve Bayes model based on multidimensional Naïve Bayes models to analyze user's retweeting sentiment tendency towards a microblog. Experiments on real-world dataset demonstrate the effectiveness of the proposed framework. Further experiments are conducted to understand the importance of dynamic retweeting sentiment features and temporal information in retweeting sentiment tendency analysis. What is more, we provide a new train of thought for retweeting sentiment tendency analysis in dynamic social networks.
authors.affiliation: College of Computer Science and Technology, Jilin University, Changchun 130012, China ; Key Laboratory of Symbolic Computation and Knowledge Engineering, Jilin University, Ministry of Education, Changchun 130012, China.
authors.forename: Mengmeng
authors.initials: M
authors.lastname: Wang
authors.affiliation: College of Computer Science and Technology, Jilin University, Changchun 130012, China ; Key Laboratory of Symbolic Computation and Knowledge Engineering, Jilin University, Ministry of Education, Changchun 130012, China.
authors.forename: Wanli
authors.initials: W
authors.lastname: Zuo
authors.affiliation: College of Computer Science and Technology, Jilin University, Changchun 130012, China ; Key Laboratory of Symbolic Computation and Knowledge Engineering, Jilin University, Ministry of Education, Changchun 130012, China ; College of Mathematics, Jilin University, Changchun 130012, China.
authors.forename: Ying
authors.initials: Y
authors.lastname: Wang
mesh_terms: D000465:Algorithms; D001499:Bayes Theorem; D004644:Emotions; D006801:Humans; D008960:Models, Psychological; D061108:Social Media; D060756:Social Networking