Minimizing Nonconvex Non-Separable Functions

Yaoliang Yu, Xun Zheng, Micol Marchetti-Bowick, Eric P. Xing

Abstract: Regularization has played a key role in deriving sensible estimators in high dimensional statistical inference. A substantial amount of recent works has argued for nonconvex regularizers in favor o...