BALS: Blocked Alternating Least Squares for Parallel Sparse Matrix Factorization on GPUs

Published in TPDS, 2021

Recommended citation: Jing Chen, Jianbin Fang, Weifeng Liu, Canqun Yang. "BALS: Blocked Alternating Least Squares for Parallel Sparse Matrix Factorization on GPUs." TPDS. 2021. http://jianbinfang.github.io/files/2021-03-01-tpds.pdf

This article presents an efficient implementation of the alternative least squares (ALS) algorithm called BALS built on top of a new sparse matrix format for parallel matrix factorization Download paper here

Recommended citation: Jing Chen, Jianbin Fang, Weifeng Liu, Canqun Yang. (2021). “BALS: Blocked Alternating Least Squares for Parallel Sparse Matrix Factorization on GPUs.” TPDS. 2021.