Surrogate Aided Unsupervised Recovery of Sparse Signals in Single Index Models for Binary Outcomes

Abhishek Chakrabortty, Matey Neykov, Raymond Carroll +1

We consider the recovery of regression coefficients, denoted by ${\mathbf{\beta }}_0$, for a single index model (SIM) relating a binary outcome $Y$ to a set of possibly high dimensional…