题名 | Understanding Cooperative Learning in Context-Aware Recommender Systems: A User-System Interaction Perspective |
作者 | |
发表日期 | 2018 |
会议名称 | 38th International Conference on Information Systems: Transforming Society with Digital Innovation, ICIS 2017 |
会议录名称 | ICIS 2017: Transforming Society with Digital Innovation
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会议日期 | 2017.12.10-2017.12.13 |
会议地点 | Seoul |
摘要 | Context-Aware Recommender Systems (CARSs) are becoming commonplace. Yet, there is a paucity of studies that investigates how such systems could affect usage behavior from a user-system interaction perspective. Building on the Social Interdependence Theory (SIT), we construct a research model that posits cooperative learning as a trait of users’ interactions with CARSs and outline a proposed empirical study for validating the hypothesized relationships in this model. Specifically, we draw on interdependencies in human-machine relationships to postulate positive interdependence as an antecedent of users’ promotive interaction with CARSs, which in turn, dictates the performance of such recommender systems. Furthermore, we introduce scrutability features as design interventions that can be harnessed by developers to mitigate the impact of users’ promotive interaction on the performance of CARSs. |
关键词 | Context-aware Cooperative learning Human-machine relationships Recommender systems User-system interaction |
URL | 查看来源 |
语种 | 英语English |
Scopus入藏号 | 2-s2.0-85126505310 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/12871 |
专题 | 个人在本单位外知识产出 |
作者单位 | 1.USTC-CityU Joint Advanced Research Center,City University of Hong Kong,University of Science and Technology of China,Hefei, Anhui,No.96 JinZhai Road,China 2.Department of Digitalization Copenhagen Business School,Frederiksberg,Howitzvej 60, 4.18,DK-2000,Denmark 3.Department of Information Systems,City University of Hong Kong,Kowloon,Tat Chee Avenue,Hong Kong 4.School of Management,University of Science and Technology of China,Hefei, Anhui,No.96 JinZhai Road,China 5.School of Management,University of Science and Technology of China,Hefei, Anhui,No.96 JinZhai Road,China |
推荐引用方式 GB/T 7714 | Jiang, Na,Tan, Chee Wee,Wang, Weiquanet al. Understanding Cooperative Learning in Context-Aware Recommender Systems: A User-System Interaction Perspective[C], 2018. |
条目包含的文件 | 条目无相关文件。 |
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