A Study on Multiattribute Aggregation Approaches to Product Recommendation
In today’s increasingly competitive market, consumers usually have to face a huge number of products with different designs but having the same use. Therefore, an important problem for manufacturers is to attract consumers by special designs of the products. This paper aims at the improvement of a c...
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| Format: | Article |
| Language: | English |
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Wiley
2013-01-01
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| Series: | Advances in Fuzzy Systems |
| Online Access: | http://dx.doi.org/10.1155/2013/806749 |
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| _version_ | 1832554161016668160 |
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| author | Jing-Zhong Jin Yoshiteru Nakamori Andrzej P. Wierzbicki |
| author_facet | Jing-Zhong Jin Yoshiteru Nakamori Andrzej P. Wierzbicki |
| author_sort | Jing-Zhong Jin |
| collection | DOAJ |
| description | In today’s increasingly competitive market, consumers usually have to face a huge number of products with different designs but having the same use. Therefore, an important problem for manufacturers is to attract consumers by special designs of the products. This paper aims at the improvement of a consumer-oriented approach in recommending products, and proposing a recommendation system for Japanese traditional crafts based on target-oriented fuzzy method and ontological engineering. Specifically, a target-oriented fuzzy method is used for measuring the fitness of a selected attribute to a certain object. Two aggregation models for dealing with a multiattribute evaluation and ranking are introduced; four ranking methods are also examined for getting a recommendation list. To test the aggregation models and the ranking methods, a recommendation system was developed and a comparison test was conducted. |
| format | Article |
| id | doaj-art-7ea2374349384b60b91d2a6ce244f53f |
| institution | Kabale University |
| issn | 1687-7101 1687-711X |
| language | English |
| publishDate | 2013-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Advances in Fuzzy Systems |
| spelling | doaj-art-7ea2374349384b60b91d2a6ce244f53f2025-02-03T05:52:10ZengWileyAdvances in Fuzzy Systems1687-71011687-711X2013-01-01201310.1155/2013/806749806749A Study on Multiattribute Aggregation Approaches to Product RecommendationJing-Zhong Jin0Yoshiteru Nakamori1Andrzej P. Wierzbicki2School of Knowledge Science, Japan Advanced Institute of Science and Technology, 1-1 Asahidai, Nomi City, Ishikawa 923-1292, JapanSchool of Knowledge Science, Japan Advanced Institute of Science and Technology, 1-1 Asahidai, Nomi City, Ishikawa 923-1292, JapanDepartment of Advanced Information Technology, National Institute of Telecommunications, Szachowa 1, 04-894 Warsaw, PolandIn today’s increasingly competitive market, consumers usually have to face a huge number of products with different designs but having the same use. Therefore, an important problem for manufacturers is to attract consumers by special designs of the products. This paper aims at the improvement of a consumer-oriented approach in recommending products, and proposing a recommendation system for Japanese traditional crafts based on target-oriented fuzzy method and ontological engineering. Specifically, a target-oriented fuzzy method is used for measuring the fitness of a selected attribute to a certain object. Two aggregation models for dealing with a multiattribute evaluation and ranking are introduced; four ranking methods are also examined for getting a recommendation list. To test the aggregation models and the ranking methods, a recommendation system was developed and a comparison test was conducted.http://dx.doi.org/10.1155/2013/806749 |
| spellingShingle | Jing-Zhong Jin Yoshiteru Nakamori Andrzej P. Wierzbicki A Study on Multiattribute Aggregation Approaches to Product Recommendation Advances in Fuzzy Systems |
| title | A Study on Multiattribute Aggregation Approaches to Product Recommendation |
| title_full | A Study on Multiattribute Aggregation Approaches to Product Recommendation |
| title_fullStr | A Study on Multiattribute Aggregation Approaches to Product Recommendation |
| title_full_unstemmed | A Study on Multiattribute Aggregation Approaches to Product Recommendation |
| title_short | A Study on Multiattribute Aggregation Approaches to Product Recommendation |
| title_sort | study on multiattribute aggregation approaches to product recommendation |
| url | http://dx.doi.org/10.1155/2013/806749 |
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