Collaborative Web Service Quality Prediction via Exploiting Matrix Factorization and Network Map
文献类型：期刊论文
| 作者 | Tang, Mingdong1,2; Zheng, Zibin4,5; Kang, Guosheng6; Liu, Jianxun3; Yang, Yatao4,5; Zhang, Tingting3 |
| 刊名 | IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT
 |
| 出版日期 | 2016-03-01 |
| 卷号 | 13期号:1页码:126-137 |
| 关键词 | Web services QoS prediction collaborative filtering matrix factorization |
| ISSN号 | 1932-4537 |
| DOI | 10.1109/TNSM.2016.2517097 |
| 英文摘要 | Quality of services (QoS) is an important concern in web service recommendation or selection. Predicting QoS values of web services based on their historical QoS records is an effective way to acquire web service QoS, and thus has attracted considerable research interests. Recently, matrix factorization (MF), a well-known model-based collaborative filtering (CF) technique, has been successfully applied to the web service QoS prediction. It is generally believed that MF can significantly outperform traditional memory-based CF techniques. However, previous work seldom considered the influence of the underlying network on web service QoS when adopting MF for web service QoS prediction. Hence, the prediction performance is not good enough. In this paper, we propose a network-aware web service QoS prediction approach by integrating MF with the network map. By employing the network map, network distances between service users can be measured and neighborhoods of users are identified. Then, the traditionalMF model is revamped by incorporating the constraint term that neighbor users are likely to perceive similar QoS of web services. Experiments conducted on two real-world web service datasets indicate that our approach outperforms previous MF and CF-based approaches in prediction accuracy. |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000372652600010 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/8674]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 通讯作者 | Tang, Mingdong; Zheng, Zibin |
| 作者单位 | 1.Hunan Univ Sci & Technol, Sch Comp Sci & Engn, Xiangtan 411201, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China 3.Hunan Univ Sci & Technol, Sch Comp Sci & Engn, Xiangtan 411201, Peoples R China 4.Natl Univ Def Technol, Collaborat Innovat Ctr High Performance Comp, Changsha 410073, Hunan, Peoples R China 5.Sun Yat Sen Univ, Sch Data & Comp Sci, Guangzhou 510275, Guangdong, Peoples R China 6.Fudan Univ, Sch Comp Sci, Shanghai 201203, Peoples R China |
| 推荐引用方式 GB/T 7714 | Tang, Mingdong,Zheng, Zibin,Kang, Guosheng,et al. Collaborative Web Service Quality Prediction via Exploiting Matrix Factorization and Network Map[J]. IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT,2016,13(1):126-137. |
| APA | Tang, Mingdong,Zheng, Zibin,Kang, Guosheng,Liu, Jianxun,Yang, Yatao,&Zhang, Tingting.(2016).Collaborative Web Service Quality Prediction via Exploiting Matrix Factorization and Network Map.IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT,13(1),126-137. |
| MLA | Tang, Mingdong,et al."Collaborative Web Service Quality Prediction via Exploiting Matrix Factorization and Network Map".IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT 13.1(2016):126-137. |
入库方式： OAI收割
来源：计算技术研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。