Applying SVD on Generalized Item-based Filtering

@article{Vozalis2006ApplyingSO,
  title={Applying SVD on Generalized Item-based Filtering},
  author={Manolis G. Vozalis and Konstantinos G. Margaritis},
  journal={IJCSA},
  year={2006},
  volume={3},
  pages={27-51}
}
In this paper we examine the use of a matrix factorization technique called Singular Value Decomposition (SVD) along with demographic information in Item-Based Collaborative Filtering. After a brief introduction to SVD and to some of its previous applications in Recommender Systems, we proceed with the presentation of two distinct but related algorithms… CONTINUE READING