An opinion dynamics model for unrelated discrete opinions

被引:2
|
作者
Lian, Ying [1 ]
Dong, Xuefan [2 ,3 ]
机构
[1] Commun Univ China, Sch Journalism, 1 Dingfuzhuang East St, Beijing 100024, Peoples R China
[2] Beijing Univ Technol, Res Base Beijing Modern Mfg Dev, Beijing 100124, Peoples R China
[3] Beijing Univ Technol, Coll Econ & Management, Beijing 100124, Peoples R China
基金
中国国家自然科学基金;
关键词
Opinion dynamics; Unrelated discrete opinions; Sentiment-opinion transformation; Initial opinions; Network topology; CONSENSUS; EVOLUTION; SENTIMENT; PROPAGATION; NETWORKS; SYSTEMS; WEIBO;
D O I
10.1016/j.knosys.2022.109133
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Unrelated discrete opinions can be generally found in social media-based data about a certain topic, which cannot be well measured and analyzed using existing opinion dynamics models. To fill this gap, this study proposes a new discrete opinion dynamics model based on the sentiment- opinion transformation mechanism. In the model, a matrix formulating the transformation relationship between sentiments and opinions is considered. In addition, the model is initialized based on an initial -sentiment matrix of the information instead of a certain mathematical distribution. Subsequently, we design the simulation experiments using different values of parameters and different network topologies to study four effects on sentiment and opinion dynamics, namely, the effects of the threshold, the effects of the initial-sentiment matrix, the effects of the sentiment-opinion matrix, and the effects of the second piece of information. The results highlight the importance of transformation relation between sentiment and opinion.(c) 2022 Elsevier B.V. All rights reserved.
引用
收藏
页数:14
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