A Multi-criteria Recommendation Method for Interval Scaled Ratings

被引：17

作者：

Mikeli, Angeliki ^{[1
]}

Apostolou, Dimitris ^{[1
]}

Despotis, Dimitris ^{[1
]}

机构：

[1] Univ Piraeus, Piraeus 18534, Greece

来源：

2013 IEEE/WIC/ACM INTERNATIONAL JOINT CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY - WORKSHOPS (WI-IAT), VOL 3 | 2013年

关键词：

Recommender Systems; Multiple Criteria Decision Analysis; Preference Modeling; Linear Programming;

D O I：

10.1109/WI-IAT.2013.141

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

An increasing number of websites, such as Trip Advisor, reflecting the multilateral nature of their products, provide visitors with the possibility to evaluate each item on more than one criterion. The rating scale used usually is represented by a lexical or symbolic scale, such as the five-star rating system. Such scales can be regarded as interval because the symbolic or lexical semantics convey information about the strength of user preferences in addition to their order. In this paper we present I-Rec, a new multi-criteria, model-based recommender system tailored to interval scale ratings, which provides improved results over similar state of the art multi-criteria methods.

引用

页码：9 / 12

页数：4

共 14 条

[1] New recommendation techniques for multicriteria rating systems
Adoinavicius, Gediminas
Kwon, YoungOk
[J]. IEEE INTELLIGENT SYSTEMS, 2007, 22 (03) : 48 - 55
[2] Adomavicius G, 2011, RECOMMENDER SYSTEMS HANDBOOK, P769, DOI 10.1007/978-0-387-85820-3_24
[3] [Anonymous], 2008, P 14 ACM SIGKDD INT
[4] Fuchs M., 2012, P 13 INT C E COMM WE, P100
[5] Jannach D., 2012, P 13 ACM C EL COMM V, P674, DOI DOI 10.1145/2229012.2229065
[6] Jannach D, 2012, INFORMATION AND COMMUNICATION TECHNOLOGIES IN TOURISM 2012, P320
[7] Koren Y, 2011, RECOMMENDER SYSTEMS HANDBOOK, P145, DOI 10.1007/978-0-387-85820-3_5
[8] Lakiotaki K, 2008, RECSYS'08: PROCEEDINGS OF THE 2008 ACM CONFERENCE ON RECOMMENDER SYSTEMS, P219
[9] Liu L., 2011, 5 ACM C RECOMMENDER, P77, DOI DOI 10.1145/2043932.2043950
[10] MANOUSELIS N, 2012, P 2 WORKSH REC SYST, V896, P35

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