EFMLP: A Novel Model for Web Service QoS Prediction

作者: Guisheng Fan , Liqiong Chen , Huiqun Yu , Kailing Ye

DOI: 10.1007/978-3-030-67540-0_22

关键词: Computer networkQuality of serviceWeb serviceComputer science

摘要: … The factorization machine and the multi-layer perceptron based on embedding model are … is more accurate than traditional collaborative filtering and matrix decomposition methods. …

参考文章(20)
David Harris, Sarah Harris, Digital Design and Computer Architecture ,(2007)
Zibin Zheng, Hao Ma, Michael R. Lyu, Irwin King, Collaborative Web Service QoS Prediction via Neighborhood Integrated Matrix Factorization IEEE Transactions on Services Computing. ,vol. 6, pp. 289- 299 ,(2013) , 10.1109/TSC.2011.59
Zibin Zheng, Hao Ma, M R Lyu, I King, QoS-Aware Web Service Recommendation by Collaborative Filtering IEEE Transactions on Services Computing. ,vol. 4, pp. 140- 152 ,(2011) , 10.1109/TSC.2010.52
D. Ardagna, B. Pernici, Adaptive Service Composition in Flexible Processes IEEE Transactions on Software Engineering. ,vol. 33, pp. 369- 384 ,(2007) , 10.1109/TSE.2007.1011
Andriy Mnih, Ruslan R Salakhutdinov, Probabilistic Matrix Factorization neural information processing systems. ,vol. 20, pp. 1257- 1264 ,(2007)
Lingshuang Shao, Jing Zhang, Yong Wei, Junfeng Zhao, Bing Xie, Hong Mei, Personalized QoS Prediction forWeb Services via Collaborative Filtering international conference on web services. pp. 439- 446 ,(2007) , 10.1109/ICWS.2007.140
Liangzhao Zeng, B. Benatallah, A.H.H. Ngu, M. Dumas, J. Kalagnanam, H. Chang, QoS-aware middleware for Web services composition IEEE Transactions on Software Engineering. ,vol. 30, pp. 311- 327 ,(2004) , 10.1109/TSE.2004.11
Paul Resnick, Neophytos Iacovou, Mitesh Suchak, Peter Bergstrom, John Riedl, GroupLens: an open architecture for collaborative filtering of netnews conference on computer supported cooperative work. pp. 175- 186 ,(1994) , 10.1145/192844.192905
G. Linden, B. Smith, J. York, Amazon.com recommendations: item-to-item collaborative filtering IEEE Internet Computing. ,vol. 7, pp. 76- 80 ,(2003) , 10.1109/MIC.2003.1167344
Mohammad Alrifai, Thomas Risse, Combining global optimization with local selection for efficient QoS-aware service composition Proceedings of the 18th international conference on World wide web - WWW '09. pp. 881- 890 ,(2009) , 10.1145/1526709.1526828