Wednesday, 21 February 2018, 14:00 at MR5 Centre for Mathematical Sciences – We survey a variety of recent results concerning local optima of penalized M-estimators, designed for high-dimensional regression problems. The nonconvexity is allowed to arise in either the loss function or the regularizer. Although the overall landscape of the objective function is nonconvex in high dimensions, we show that both local …