Phase transitions for the existence of unregularized M-estimators in single index models

Takuya Koriyama, Pierre C. Bellec

This paper studies phase transitions for the existence of unregularized M-estimators under proportional asymptotics where the sample size $n$ and feature dimension $p$ grow proport…