Hongwei Shi

Robust group and simultaneous inferences for high-dimensional single index model

The high-dimensional single index model (SIM), which assumes that the response is independent of the predictors given a linear combination of predictors, has drawn attention due to its flexibility and interpretability, but its efficiency is adversely affected by outlying observations and heavy-taile…