A role-oriented content-based filtering approach: personalized enterprise architecture management perspective
In the content filtering-based personalized recommender systems, most of the existing approaches concentrate on finding out similarities between users’ profiles and product items under the situations where a user usually plays a single role and his/her interests persist identical on long term basis....
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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International Journal of Computer Science and Information Security
2010
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| Online Access: | http://eprints.utm.my/37054/3/vol-8-no-7-oct-2010 |
| _version_ | 1796857610741219328 |
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| author | Ghani, Imran Choon, Yeul Lee Seung, Ryul Jeong Sung, Hyun Juhn Abd. Latiff, Mohammad Shafie |
| author_facet | Ghani, Imran Choon, Yeul Lee Seung, Ryul Jeong Sung, Hyun Juhn Abd. Latiff, Mohammad Shafie |
| author_sort | Ghani, Imran |
| collection | ePrints |
| description | In the content filtering-based personalized recommender systems, most of the existing approaches concentrate on finding out similarities between users’ profiles and product items under the situations where a user usually plays a single role and his/her interests persist identical on long term basis. The existing approaches argue to resolve the issues of cold-start significantly while achieving an adequate level of personalized recommendation accuracy by measuring precision and recall. However, we investigated that the existing approaches have not been significantly applied in the context where a user may play multiple roles in a system simultaneously or may change his/her role overtime in order to navigate the resources in distinct authorized domains. The example of such systems is enterprise architecture management systems, or e-Commerce applications. In the scenario of existing approaches, the users need to create very different profiles (preferences and interests) based on their multiple /changing roles; if not, then their previous information is either lost or not utilized. Consequently, the problem of cold-start appears once again as well as the precision and recall accuracy is affected negatively. In order to resolve this issue, we propose an ontology-driven Domain-based Filtering (DBF) approach focusing on the way users’ profiles are obtained and maintained over time. We performed a number of experiments by considering enterprise architecture management aspect and observed that our approach performs better compared with existing content filtering-based techniques. |
| first_indexed | 2024-03-05T19:00:21Z |
| format | Article |
| id | utm.eprints-37054 |
| institution | Universiti Teknologi Malaysia - ePrints |
| language | English |
| last_indexed | 2024-03-05T19:00:21Z |
| publishDate | 2010 |
| publisher | International Journal of Computer Science and Information Security |
| record_format | dspace |
| spelling | utm.eprints-370542017-02-15T00:37:19Z http://eprints.utm.my/37054/ A role-oriented content-based filtering approach: personalized enterprise architecture management perspective Ghani, Imran Choon, Yeul Lee Seung, Ryul Jeong Sung, Hyun Juhn Abd. Latiff, Mohammad Shafie HD28 Management. Industrial Management In the content filtering-based personalized recommender systems, most of the existing approaches concentrate on finding out similarities between users’ profiles and product items under the situations where a user usually plays a single role and his/her interests persist identical on long term basis. The existing approaches argue to resolve the issues of cold-start significantly while achieving an adequate level of personalized recommendation accuracy by measuring precision and recall. However, we investigated that the existing approaches have not been significantly applied in the context where a user may play multiple roles in a system simultaneously or may change his/her role overtime in order to navigate the resources in distinct authorized domains. The example of such systems is enterprise architecture management systems, or e-Commerce applications. In the scenario of existing approaches, the users need to create very different profiles (preferences and interests) based on their multiple /changing roles; if not, then their previous information is either lost or not utilized. Consequently, the problem of cold-start appears once again as well as the precision and recall accuracy is affected negatively. In order to resolve this issue, we propose an ontology-driven Domain-based Filtering (DBF) approach focusing on the way users’ profiles are obtained and maintained over time. We performed a number of experiments by considering enterprise architecture management aspect and observed that our approach performs better compared with existing content filtering-based techniques. International Journal of Computer Science and Information Security 2010-10 Article PeerReviewed text/html en http://eprints.utm.my/37054/3/vol-8-no-7-oct-2010 Ghani, Imran and Choon, Yeul Lee and Seung, Ryul Jeong and Sung, Hyun Juhn and Abd. Latiff, Mohammad Shafie (2010) A role-oriented content-based filtering approach: personalized enterprise architecture management perspective. International Journal of Computer Science and Information Security (IJCSIS), 8 (7). pp. 9-18. ISSN 1947-5500 |
| spellingShingle | HD28 Management. Industrial Management Ghani, Imran Choon, Yeul Lee Seung, Ryul Jeong Sung, Hyun Juhn Abd. Latiff, Mohammad Shafie A role-oriented content-based filtering approach: personalized enterprise architecture management perspective |
| title | A role-oriented content-based filtering approach: personalized enterprise architecture management perspective |
| title_full | A role-oriented content-based filtering approach: personalized enterprise architecture management perspective |
| title_fullStr | A role-oriented content-based filtering approach: personalized enterprise architecture management perspective |
| title_full_unstemmed | A role-oriented content-based filtering approach: personalized enterprise architecture management perspective |
| title_short | A role-oriented content-based filtering approach: personalized enterprise architecture management perspective |
| title_sort | role oriented content based filtering approach personalized enterprise architecture management perspective |
| topic | HD28 Management. Industrial Management |
| url | http://eprints.utm.my/37054/3/vol-8-no-7-oct-2010 |
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