AgeTrust: a new temporal trust-based collaborative filtering approach
Recommender systems are useful techniques for solving the problem of information overload. Collaborative Filtering (CF) is the most successful approach for recommendation. This approach focuses on previous indicate preferences which is known for its traditional problems such as cold-start, sparsity...
| Main Authors: | , , , , |
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| Format: | Conference or Workshop Item |
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IEEE (IEEE Xplore)
2014
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| _version_ | 1825949576064925696 |
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| author | Moghaddam, Morteza Ghorbani Mustapha, Norwati Mustapha, Aida Mohd Sharef, Nurfadhlina Elahian, Anousheh |
| author_facet | Moghaddam, Morteza Ghorbani Mustapha, Norwati Mustapha, Aida Mohd Sharef, Nurfadhlina Elahian, Anousheh |
| author_sort | Moghaddam, Morteza Ghorbani |
| collection | UPM |
| description | Recommender systems are useful techniques for solving the problem of information overload. Collaborative Filtering (CF) is the most successful approach for recommendation. This approach focuses on previous indicate preferences which is known for its traditional problems such as cold-start, sparsity and hacking. For solving the problem of hacking and improving the accuracy, trust-based CF methods have been proposed previously. These methods focused on trust values among the users. Nonetheless, most existing approaches use trust as a factor independent from time which we think that trust value between users is dynamic; hence it change over time. For this reason, we used friendship time and proposed a novel temporal-trust based approach called AgeTrust to measure trust value. To validate the proposed approach, we used Delicious data set and compared our approach with two other traditional trust-based approaches: traditional CF and FriendshipTrust. Result shows that our proposed approach outperforms the traditional approaches. |
| first_indexed | 2024-03-06T08:46:41Z |
| format | Conference or Workshop Item |
| id | upm.eprints-40305 |
| institution | Universiti Putra Malaysia |
| last_indexed | 2024-03-06T08:46:41Z |
| publishDate | 2014 |
| publisher | IEEE (IEEE Xplore) |
| record_format | dspace |
| spelling | upm.eprints-403052015-09-02T09:01:35Z http://psasir.upm.edu.my/id/eprint/40305/ AgeTrust: a new temporal trust-based collaborative filtering approach Moghaddam, Morteza Ghorbani Mustapha, Norwati Mustapha, Aida Mohd Sharef, Nurfadhlina Elahian, Anousheh Recommender systems are useful techniques for solving the problem of information overload. Collaborative Filtering (CF) is the most successful approach for recommendation. This approach focuses on previous indicate preferences which is known for its traditional problems such as cold-start, sparsity and hacking. For solving the problem of hacking and improving the accuracy, trust-based CF methods have been proposed previously. These methods focused on trust values among the users. Nonetheless, most existing approaches use trust as a factor independent from time which we think that trust value between users is dynamic; hence it change over time. For this reason, we used friendship time and proposed a novel temporal-trust based approach called AgeTrust to measure trust value. To validate the proposed approach, we used Delicious data set and compared our approach with two other traditional trust-based approaches: traditional CF and FriendshipTrust. Result shows that our proposed approach outperforms the traditional approaches. IEEE (IEEE Xplore) 2014 Conference or Workshop Item NonPeerReviewed Moghaddam, Morteza Ghorbani and Mustapha, Norwati and Mustapha, Aida and Mohd Sharef, Nurfadhlina and Elahian, Anousheh (2014) AgeTrust: a new temporal trust-based collaborative filtering approach. In: 2014 International Conference on Information Science and Applications (ICISA), 6-9 May 2014, Seoul, Korea. (pp. 1-4). 10.1109/ICISA.2014.6847352 |
| spellingShingle | Moghaddam, Morteza Ghorbani Mustapha, Norwati Mustapha, Aida Mohd Sharef, Nurfadhlina Elahian, Anousheh AgeTrust: a new temporal trust-based collaborative filtering approach |
| title | AgeTrust: a new temporal trust-based collaborative filtering approach |
| title_full | AgeTrust: a new temporal trust-based collaborative filtering approach |
| title_fullStr | AgeTrust: a new temporal trust-based collaborative filtering approach |
| title_full_unstemmed | AgeTrust: a new temporal trust-based collaborative filtering approach |
| title_short | AgeTrust: a new temporal trust-based collaborative filtering approach |
| title_sort | agetrust a new temporal trust based collaborative filtering approach |
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