Micro-Blog Recommendation Based on User Interests and Recommendation Trust Domain
Recommending micro-blogs to users whom are interested in is an important way to improve the user's experience. In order to make the recommended micro-blog more match user's interests and tastes, a micro-blog recommendation method was proposed. The method considers not only user's own...
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| Main Authors: | , , |
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| Format: | Article |
| Language: | zho |
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Beijing Xintong Media Co., Ltd
2015-01-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2015042/ |
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| _version_ | 1841529527775264768 |
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| author | Yabin Xu Chao Liu Zhuang Wu |
| author_facet | Yabin Xu Chao Liu Zhuang Wu |
| author_sort | Yabin Xu |
| collection | DOAJ |
| description | Recommending micro-blogs to users whom are interested in is an important way to improve the user's experience. In order to make the recommended micro-blog more match user's interests and tastes, a micro-blog recommendation method was proposed. The method considers not only user's own characteristics, but also the evaluation from the user's community. In technology, vector machine（SVM）was supported for text classification to discover user interests, and through multidimensional Newman algorithm to discover user's community. This community will be regarded as the recommendation trust domain. Finally, the improved collaborative filtering algorithm was used. It integrated user's interests and recommendation trust domain to recommend micro-blog, in order to improve the quality of micro-blog recommendation. The experimental results show that, the micro-blog recommendation method is practical and effective. |
| format | Article |
| id | doaj-art-6cf006c144bc42929ebd9f6dbbfea66e |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2015-01-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-6cf006c144bc42929ebd9f6dbbfea66e2025-01-15T03:17:34ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012015-01-013171459616130Micro-Blog Recommendation Based on User Interests and Recommendation Trust DomainYabin XuChao LiuZhuang WuRecommending micro-blogs to users whom are interested in is an important way to improve the user's experience. In order to make the recommended micro-blog more match user's interests and tastes, a micro-blog recommendation method was proposed. The method considers not only user's own characteristics, but also the evaluation from the user's community. In technology, vector machine（SVM）was supported for text classification to discover user interests, and through multidimensional Newman algorithm to discover user's community. This community will be regarded as the recommendation trust domain. Finally, the improved collaborative filtering algorithm was used. It integrated user's interests and recommendation trust domain to recommend micro-blog, in order to improve the quality of micro-blog recommendation. The experimental results show that, the micro-blog recommendation method is practical and effective.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2015042/micro-blog recommendationcollaborative filteringrecommendation trust domainuser interest discovery |
| spellingShingle | Yabin Xu Chao Liu Zhuang Wu Micro-Blog Recommendation Based on User Interests and Recommendation Trust Domain Dianxin kexue micro-blog recommendation collaborative filtering recommendation trust domain user interest discovery |
| title | Micro-Blog Recommendation Based on User Interests and Recommendation Trust Domain |
| title_full | Micro-Blog Recommendation Based on User Interests and Recommendation Trust Domain |
| title_fullStr | Micro-Blog Recommendation Based on User Interests and Recommendation Trust Domain |
| title_full_unstemmed | Micro-Blog Recommendation Based on User Interests and Recommendation Trust Domain |
| title_short | Micro-Blog Recommendation Based on User Interests and Recommendation Trust Domain |
| title_sort | micro blog recommendation based on user interests and recommendation trust domain |
| topic | micro-blog recommendation collaborative filtering recommendation trust domain user interest discovery |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2015042/ |
| work_keys_str_mv | AT yabinxu microblogrecommendationbasedonuserinterestsandrecommendationtrustdomain AT chaoliu microblogrecommendationbasedonuserinterestsandrecommendationtrustdomain AT zhuangwu microblogrecommendationbasedonuserinterestsandrecommendationtrustdomain |