Matrix Factorization - clover3/Roland GitHub Wiki

h1. Matrix Factorization

  • PCA(Principal Component Analysis)

  • SVD(Singular Value Decomposition)

  • 2DSVD

  • higher order SVD

  • L-1 regularization

  • 다른 복잡한 방법에 비해서 구현이 쉽고 분산환경, 대용량 환경에 적합함.

Tensor Decomposition and Applications

Review Paper : http://epubs.siam.org/doi/pdf/10.1137/07070111X