科研成果详情

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
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
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语种英语English
Scopus入藏号2-s2.0-85126505310
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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.
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