High-Dimensional Sparse Single-Index Regression Via Hilbert-Schmidt Independence Criterion

Runxiong Wu, Chang Deng, Xin Chen

Hilbert-Schmidt Independence Criterion (HSIC) has recently been used in the field of single-index models to estimate the directions. Compared with some other well-established metho…