Safe Active Feature Selection for Sparse Learning

Shaogang Ren, Jianhua Z. Huang, Shuai Huang +1

We present safe active incremental feature selection~(SAIF) to scale up the computation of LASSO solutions. SAIF does not require a solution from a heavier penalty parameter as in…