A Context-Aware Personalized Hybrid Book Recommender System

被引:7
作者
Arabi, Hossein [1 ]
Balakrishnan, Vimala [2 ]
Shuib, Nor Liyana Mohd [2 ]
机构
[1] Bookurve Sdn Bhd, Petaling Jaya, Selangor, Malaysia
[2] Univ Malaya, Dept Informat Syst, Kuala Lumpur 50603, Malaysia
来源
JOURNAL OF WEB ENGINEERING | 2020年 / 19卷 / 3-4期
关键词
Recommendation system; context; -; aware; personality; demographic; location; review sentiment; purchase reason;
D O I
10.13052/jwe1540-9589.19343
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Contextual information such as emotion, location and time can effectively improve product or service recommendations, however, studies incorporating them are lacking. This paper presents a context-aware recommender system, personalized based on several user characteristics and product features. The recommender system which was customized to recommend books, was aptly named as a Context-Aware Personalized Hybrid Book Recommender System, which utilized users' personality traits, demographic details, location, review sentiments and purchase reasons to generate personalized recommendations. Users' personality traits were determined using the Ten Item Personality Inventory. The results show an improved recommendation accuracy compared to the existing algorithms, and thus indicating that the integration of several filtering techniques along with specific contextual information greatly improves recommendations.
引用
收藏
页码:405 / 427
页数:23
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