List of Acronyms
Mathematical Notation
Chapter 1Introduction
1.1Recommender System
1.2Motivation
1.3Challenges
1.4Objectives
1.5Matrix Factorization
1.6Artificial Neural Network
1.7Deep LearningModels
Chapter 2Foundation forAutoencoder
2.1Model of Autoencoder
2.2Training
2.3Backpropagation
2.4Relationship between MF and Autoencoder
Chapter 3SideInformation
3.1Notations
3.2Method
3.3Conclusion
Chapter 4Stacked Denoising Autoencoderswith MF (SDAM)
4.1SDA
4.2Formulation of problem
4.3Training SDAM
4.4Experimental Results
Conclusion
参考文献
声明
致谢
Resume
Appendix A:Tables