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
相关论文
共 50 条
  • [21] Using Textual Case-based Reasoning in Intelligent Fatawa QA System
    Elhalwany, Islam
    Mohammed, Ammar
    Wassif, Khaled
    Hefny, Hesham
    INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY, 2015, 12 (05) : 503 - 509
  • [22] Indexing model of case-based reasoning system for motorcycle intelligent design
    Ma, Fang-Lan
    He, Yu-Lin
    Li, Shang-Ping
    Miao, Jian
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2006, 12 (09): : 1379 - 1384
  • [23] 11 Case-Based Reasoning in a System Architecture for Intelligent Fish Farming
    Tidemann, Axel
    Bjornson, Finn Olav
    Aamodt, Agnar
    ELEVENTH SCANDINAVIAN CONFERENCE ON ARTIFICIAL INTELLIGENCE (SCAI 2011), 2011, 227 : 122 - 131
  • [24] THE CASE-BASED REASONING TECHNOLOGY BASED ON FUNCTIONAL MODE
    Li, Peigang
    Feng, Xianying
    Song, Yaqing
    JOURNAL OF ADVANCED MANUFACTURING SYSTEMS, 2011, 10 (01) : 199 - 206
  • [25] Intelligent control based on case-based reasoning for fineness of raw
    Ning, Yan-Yan
    Wang, Zhuo
    Yuan, Ming-Zhe
    Li, Zhi-Hui
    Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology), 2011, 42 (SUPPL. 1): : 918 - 923
  • [26] Research on the intelligent shopping model based on case-based reasoning
    Zeng Zi-ming
    Meng Bo
    PROCEEDINGS OF 2005 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1 AND 2, 2005, : 1718 - +
  • [27] 3-D Grab Intelligent Design System Based on Case-Based Reasoning
    Sun, Yuantao
    Li, Ran
    PROCEEDING OF THE 10TH INTERNATIONAL CONFERENCE ON INTELLIGENT TECHNOLOGIES, 2009, : 467 - 471
  • [28] Using a Recommendation System to Support Problem Solving and Case-Based Reasoning Retrieval
    Tawfik A.A.
    Alhoori H.
    Keene C.W.
    Bailey C.
    Hogan M.
    Tawfik, Andrew A. (aatawfik@gmail.com), 2018, Springer Science and Business Media B.V. (23) : 177 - 187
  • [29] An Improved Collaborative Filtering Recommendation Algorithm Based on Case-Based Reasoning
    Xing, Lei
    Xu, Cunlu
    Wang, Wei
    Kang, Zefu
    PROCEEDINGS OF 2015 4TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2015), 2015, : 740 - 744
  • [30] Elderly Care Recommendation System for Informal Caregivers Using Case-Based Reasoning
    Wongpun, Sukontip
    Guha, Sumanta
    2017 IEEE 2ND ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC), 2017, : 548 - 552