An intelligent garment recommendation system based on case-based reasoning technology

被引:0
|
作者
Zhang, Junjie [1 ]
Zeng, Xianyi [2 ]
Dong, Min [3 ]
Yuan, Hua [4 ]
Zhang, Yun [5 ]
机构
[1] Wuhan Text Univ, Hubei Prov Engn Res Ctr Intelligent Text & Fash, Hubei Key Lab Digital Text Equipment, Wuhan 430073, Peoples R China
[2] Lab Genie & Mat Text GEMTEX, Roubaix, France
[3] Wuhan Text Univ, Sch Math & Phys Sci, Wuhan 430073, Peoples R China
[4] Wuhan Text Univ, Wuhan Text & Apparel Digital Engn Technol Res Ctr, Sch Fash, Wuhan 430073, Peoples R China
[5] Wuhan Business Univ, Sch Econ, Wuhan, Peoples R China
来源
INDUSTRIA TEXTILA | 2023年 / 74卷 / 06期
关键词
recommendation system; case-based reasoning; successful cases database; similarity degree;
D O I
10.35530/IT.074.06.202331
中图分类号
TB3 [工程材料学]; TS1 [纺织工业、染整工业];
学科分类号
0805 ; 080502 ; 0821 ;
摘要
Garment purchasing through the Internet has become an important trend for consumers. However, various garment e-shopping systems, systematically lack personalized recommendations, like sales advisors in classical shops, to propose the most relevant products to different consumers according to their consumer profiles and successful recommendation cases. In this paper, we propose a consumer-oriented recommendation system by Case-based reasoning techniques and Similarity degree of fuzzy sets, which can be used in a garment online shopping system like a virtual sales advisor. This system has been developed by integrating successful recommendation cases and taking into account consumer profiles. It can effectively help consumers to choose garments from the Internet. Compared with other prediction methods, the proposed method is more robust and interpretable owing to its capacity to treat uncertainty. This paper presents an original method for predicting one or several relevant product profiles from the similarity degree between a specific consumer profile and a successful cases database.
引用
收藏
页码:633 / 639
页数:7
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