More focus on what you care about: Personalized top reviews set

doi:10.1016/j.neucom.2016.10.081

CORC > 上海财经大学 > 上海财经大学

	More focus on what you care about: Personalized top reviews set
	Tu, Wenting 1; Cheung, David W.2; Mamoulis, Nikos 2
刊名	NEUROCOMPUTING
	2017-09-06
卷号	254 页码:3-12
关键词	Personalization Review ranking E-commerce Collaborative filtering
ISSN号	0925-2312
DOI	10.1016/j.neucom.2016.10.081
英文摘要	Users of e-commerce sites often read reviews of products before deciding to purchase them. Many commercial sites simply select the reviews with the highest quality, according to the votes they have received by users who read the reviews. However, recent work has shown that such a selection may contain redundant information. Therefore, while selecting top reviews, it has been proposed to also consider their coverage (i.e., how many product aspects are covered by them). The goal of this paper is to further improve the top reviews set, using personalization criteria. This is motivated by the fact that the importance of product aspects to different users may vary and users prefer to focus on the most important aspects to them. The objective of our work is to consider the personal preferences of users in review recommendation, by selecting a personalized top reviews set (PTRS), which includes reviews of which the content is related to the aspects important to the user. An experimental evaluation with two public review datasets demonstrates the effectiveness of our approach on computing PTRS that have high quality, coverage, and relevance to the aspects that are important for the user. (C) 2017 Elsevier B.V. All rights reserved.
WOS研究方向	Computer Science
语种	英语
出版者	ELSEVIER SCIENCE BV
WOS记录号	WOS:000403995500002
内容类型	期刊论文
源URL	[http://10.2.47.112/handle/2XS4QKH4/893]
专题	上海财经大学
通讯作者	Tu, Wenting
作者单位	1.Shanghai Univ Finance & Econ, Dept Comp Sci, Shanghai, Peoples R China; 2.Univ Hong Kong, Dept Comp Sci, Pokfulam, Hong Kong, Peoples R China
推荐引用方式 GB/T 7714	Tu, Wenting,Cheung, David W.,Mamoulis, Nikos. More focus on what you care about: Personalized top reviews set[J]. NEUROCOMPUTING,2017,254:3-12.
APA	Tu, Wenting,Cheung, David W.,&Mamoulis, Nikos.(2017).More focus on what you care about: Personalized top reviews set.NEUROCOMPUTING,254,3-12.
MLA	Tu, Wenting,et al."More focus on what you care about: Personalized top reviews set".NEUROCOMPUTING 254(2017):3-12.