A highly adaptive recommender system based on fuzzy logic for B2C e-commerce portals

被引:59
|
作者
Jesus Castro-Schez, Jose [1 ]
Miguel, Raul [1 ]
Vallejo, David [1 ]
Manuel Lopez-Lopez, Lorenzo [1 ]
机构
[1] Univ Castilla La Mancha, Escuela Super Informat, E-13071 Ciudad Real, Spain
关键词
e-Commerce; C2C; B2C; Product selection; Recommender system; Supervised learning; Fuzzy logic; Rule-based knowledge learning;
D O I
10.1016/j.eswa.2010.08.033
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Past years have witnessed a growing interest in e-commerce as a strategy for improving business. Several paradigms have arisen from the e-commerce field in recent years which try to support different business activities, such as B2C and C2C. This paper introduces a prototype of e-commerce portal, called e-Zoco. of which main features are: (i) a catalogue service intended to arrange product categories hierarchically and describe them through sets of attributes, (ii) a product selection service able to deal with imprecise and vague search preferences which returns a set of results clustered in accordance with their potential relevance to the user, and (iii) a rule-based knowledge learning service to provide the users with knowledge about the existing relationships among the attributes that describe a given product category. The portal prototype is supported by a multi-agent infrastructure composed of a set of agents responsible for providing these and other services. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2441 / 2454
页数:14
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