Convex optimization is an increasingly important theme in applications. We consider the construction of a binary classification rule by minimizing the risk based on a convex loss as a surrogate to the ...

Francis Bach, Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski, Structured Sparsity through Convex Optimization, Statistical Science, Vol. 27, No. 4, Special Issue on Sparsity and Regularization ...

IEMS 459: Convex Optimization VIEW ALL COURSE TIMES AND SESSIONS Prerequisites Linear Algebra, Calculus , Real Analysis Description The goal of this course is to investigate in-depth and to develop ...

This talk presents the latest developments on convex liftings, a tool belonging to the class of lift-and-project techniques with various applications in control engineering. According to the latest ...