Mining Product Adopter Information from Online Reviews for Improving   Product Recommendation

doi:10.1145/2842629

CORC > 北京大学 > 信息科学技术学院

	Mining Product Adopter Information from Online Reviews for Improving Product Recommendation
	Zhao, Wayne Xin ; Wang, Jinpeng ; He, Yulan ; Wen, Ji-Rong ; Chang, Edward Y. ; Li, Xiaoming
刊名	ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA
	2016
关键词	Online review product adopter product recommendation matrix factorisation
DOI	10.1145/2842629
英文摘要	We present in this article an automated framework that extracts product adopter information from online reviews and incorporates the extracted information into feature-based matrix factorization for more effective product recommendation. In specific, we propose a bootstrapping approach for the extraction of product adopters from review text and categorize them into a number of different demographic categories. The aggregated demographic information of many product adopters can be used to characterize both products and users in the form of distributions over different demographic categories. We further propose a graph-based method to iteratively update user-and product-related distributions more reliably in a heterogeneous user-product graph and incorporate them as features into the matrix factorization approach for product recommendation. Our experimental results on a large dataset crawled from JINGDONG, the largest B2C e-commerce website in China, show that our proposed framework outperforms a number of competitive baselines for product recommendation.; National Natural Science Foundation of China [61502502, U1536201]; National Key Basic Research Program (973 Program) of China [2014CB340403]; Innovate UK [101779]; SCI(E); EI; REVIEW; batmanfly@gmail.com; wjp.pku@gmail.com; hey9@aston.ac.uk; jirong.wen@gmail.com; edward_chang@htc.com; lxm@pku.edu.cn; 3; 10
语种	英语
内容类型	期刊论文
源URL	[http://ir.pku.edu.cn/handle/20.500.11897/437949]
专题	信息科学技术学院
推荐引用方式 GB/T 7714	Zhao, Wayne Xin,Wang, Jinpeng,He, Yulan,et al. Mining Product Adopter Information from Online Reviews for Improving Product Recommendation[J]. ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA,2016.
APA	Zhao, Wayne Xin,Wang, Jinpeng,He, Yulan,Wen, Ji-Rong,Chang, Edward Y.,&Li, Xiaoming.(2016).Mining Product Adopter Information from Online Reviews for Improving Product Recommendation.ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA.
MLA	Zhao, Wayne Xin,et al."Mining Product Adopter Information from Online Reviews for Improving Product Recommendation".ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA (2016).