New Profile Recommendation Approach Based on Multi-Criteria Algorithm

被引:0
|
作者
Menouer, Tarek [1 ]
Darmon, Patrice [1 ]
机构
[1] UMANIS, Levallois Perret, France
来源
2018 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA) | 2018年
关键词
Profiles recommendation; Profiles matching; multi-criteria algorithm; SET;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Actually, recommendation systems are widely used across the internet to assist users in finding products or services that fit their individual preferences. In this paper we present a new profile recommendation approach based on Technique for Order of Preference by Similarity to Ideal Solution (TOPSIS) algorithm. TOPSIS is a multi-criteria decision analysis algorithm. Our approach can be used in the context of flatsharing between persons. The goal is to suggest to a new user profile a set of room-mates profiles that are similar to his. Our approach is proposed to improve the relation between room-mates. In our context, we suppose that we have a set of room-mates profiles saved in a database. Each profile is defined according to its weight in a quantitative multi-criteria. The principle consist to recommend profiles saved in the database according to their similarity with the user profile. In our case, the similarity between profiles is defined as a minimization and/or maximization of distance between multi-criteria. The novelty of our approach is to recommend for each new user profile a set of similar profiles according to a good compromise between the multi-criteria distance. Experiments demonstrate the potential of our approach under different scenarios.
引用
收藏
页码:4961 / 4966
页数:6
相关论文
共 50 条
  • [21] Incorporating multi-criteria ratings in recommendation systems
    Lee, Hsin-Hsien
    Teng, Wei-Guang
    IRI 2007: PROCEEDINGS OF THE 2007 IEEE INTERNATIONAL CONFERENCE ON INFORMATION REUSE AND INTEGRATION, 2007, : 273 - +
  • [22] A Novel Aggregation Technique for Multi-Criteria Recommendation
    Asawarangsee, Tharathip
    Maneeroj, Saranya
    2016 13TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER SCIENCE AND SOFTWARE ENGINEERING (JCSSE), 2016, : 13 - 18
  • [23] A Multi-Criteria Food and Restaurant Recommendation System
    Chemlal, Maroua
    Zedadra, Amina
    Zedadra, Ouarda
    Guerrieri, Antonio
    Kouahla, Med Nadjib
    JOURNAL OF UNIVERSAL COMPUTER SCIENCE, 2024, 30 (12) : 1724 - 1754
  • [24] An Approach to A University Recommendation by Multi-Criteria Collaborative Filtering and Dimensionality Reduction Techniques
    Bokde, Dheeraj Kumar
    Girase, Sheetal
    Mukhopadhyay, Debajyoti
    2015 IEEE INTERNATIONAL SYMPOSIUM ON NANOELECTRONIC AND INFORMATION SYSTEMS, 2015, : 231 - 236
  • [25] A multi-criteria ordered clustering algorithm based on PROMETHEE
    Liu, Xinyang
    Yu, Hong
    Wang, Guoyin
    Guo, Lei
    DEVELOPMENTS OF ARTIFICIAL INTELLIGENCE TECHNOLOGIES IN COMPUTATION AND ROBOTICS, 2020, 12 : 43 - 51
  • [26] An environmentally conscious PSS recommendation method based on users' vague ratings: A rough multi-criteria approach
    Song, Wenyan
    Sakao, Tomohiko
    JOURNAL OF CLEANER PRODUCTION, 2018, 172 : 1592 - 1606
  • [27] A New Approach to Fuzzy Multi-Criteria Acceptability Analysis
    Yatsalo, Boris
    PROCEEDINGS OF THE 2015 CONFERENCE OF THE INTERNATIONAL FUZZY SYSTEMS ASSOCIATION AND THE EUROPEAN SOCIETY FOR FUZZY LOGIC AND TECHNOLOGY, 2015, 89 : 947 - 952
  • [28] Towards a new ontology matching approach based on multi-criteria analysis methods
    Nefzi, Hafedh
    Farah, Mohamed
    Farah, Imed Riadh
    Solaiman, Basel
    2014 FIRST INTERNATIONAL IMAGE PROCESSING, APPLICATIONS AND SYSTEMS CONFERENCE (IPAS), 2014,
  • [29] Multi-Verse Algorithm based Approach for Multi-criteria Path Planning of Unmanned Aerial Vehicles
    Jarray, Raja
    Bouallegue, Soufiene
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2020, 11 (11) : 324 - 334
  • [30] A Multi-Criteria Approach for Nurse Scheduling Fuzzy Simulated Metamorphosis Algorithm Approach
    Mutingi, Michael
    Mbohwa, Charles
    2015 INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND OPERATIONS MANAGEMENT (IEOM), 2015,