Some bridges from self-concordance to applications in convex optimization
Speaker:
Levent Tuncel, University of Waterloo
Date and Time:
Tuesday, July 4, 2017 - 11:00am to 11:30am
Location:
Fields Institute, Room 230
Abstract:
We will consider convex optimization problems that can be formulated by using, in some combination, second-order cones, cones of symmetric positive semidefinite matrices, power functions and $p$-norms, entropy function, certain multivariate polynomial inequalities, convex exponential functions, nuclear norm and many others. We will review some of the progress on solving such problems by algorithms derived via self-concordant functions.
The most recent results to be reported are based on joint work with Mehdi Karimi.