Matrix and Tensor Factorization Techniques for Recommender Systems

Part I. Matrix Factorization Techniques

1. Introduction
Panagiotis Symeonidis, Andreas Zioupos

2. Related Work on Matrix Factorization
Panagiotis Symeonidis, Andreas Zioupos

3. Performing SVD on Matrices and Its Extensions
Panagiotis Symeonidis, Andreas Zioupos

4. Experimental Evaluation on Matrix Decomposition Methods
Panagiotis Symeonidis, Andreas Zioupos

Part II. Tensor Factorization Techniques

5. Related Work on Tensor Factorization
Panagiotis Symeonidis, Andreas Zioupos

6. HOSVD on Tensors and Its Extensions
Panagiotis Symeonidis, Andreas Zioupos

7. Experimental Evaluation on Tensor Decomposition Methods
Panagiotis Symeonidis, Andreas Zioupos

8. Conclusions and Future Work
Panagiotis Symeonidis, Andreas Zioupos

Keywords: Computer Science, Information Storage and Retrieval, Mathematical Applications in Computer Science, Mathematics of Computing, Artificial Intelligence (incl. Robotics)