A survey of explanations in recommender systems

被引:261
作者
Tintarev, Nava [1 ]
Masthoff, Judith [1 ]
机构
[1] Univ Aberdeen, Aberdeen AB9 1FX, Scotland
来源
2007 IEEE 23RD INTERNATIONAL CONFERENCE ON DATA ENGINEERING WORKSHOP, VOLS 1-2 | 2007年
关键词
D O I
10.1109/ICDEW.2007.4401070
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper provides a comprehensive review of explanations in recommender systems. We highlight seven possible advantages of an explanation facility, and describe how existing measures can be used to evaluate the quality of explanations. Since explanations are not independent of the recommendation process, we consider how the ways recommendations are presented may affect explanations. Next, we look at different ways of interacting with explanations. The paper is illustrated with examples of explanations throughout, where possible from existing applications.
引用
收藏
页码:801 / 810
页数:10
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