Modeling Social Influence on Activity-Travel Behaviors Using Artificial Transportation Systems
Chen, Songhang; Liu, Zhong; Shen, Dayong
Source PublicationIEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
2015-06
Volume16Issue:3Pages:1576-1581
AbstractA deep understanding of people's activity-travel behaviors is critical and essential for effective travel demand forecasting and management. Although it is acknowledged that social interactions play an important role in people's decision-making behaviors, our understanding of how they shape and impact activity-travel behaviors of people is still limited. Therefore, for the first time, this paper introduces social learning into artificial transportation systems (ATSs) to model their influence on activity-travel behaviors. Based on a specified ATS, three types of universal social interactions (i.e., imitation, conformity, and experience sharing on social networks) are modeled and studied. The results indicate that our models can make artificial agents learn to decide the best behavior, form habitual choices, and emerge fashion gradually.
KeywordSocial Networks Activity-travel Behaviors Artificial Transportation Systems (Atss) Social Interactions Social Learning
Indexed BySCI ; SSCi
Language英语
WOS IDWOS:000359252700043
Citation statistics
Cited Times:2[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/12111
Collection复杂系统管理与控制国家重点实验室_先进控制与自动化
Corresponding AuthorChen, Songhang
Recommended Citation
GB/T 7714
Chen, Songhang,Liu, Zhong,Shen, Dayong. Modeling Social Influence on Activity-Travel Behaviors Using Artificial Transportation Systems[J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2015,16(3):1576-1581.
APA Chen, Songhang,Liu, Zhong,&Shen, Dayong.(2015).Modeling Social Influence on Activity-Travel Behaviors Using Artificial Transportation Systems.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,16(3),1576-1581.
MLA Chen, Songhang,et al."Modeling Social Influence on Activity-Travel Behaviors Using Artificial Transportation Systems".IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS 16.3(2015):1576-1581.
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