Interpolating between the optimal transport problems of Monge and Kantorovich
- Series
- Math Physics Seminar
- Time
- Friday, February 21, 2025 - 11:00 for 1 hour (actually 50 minutes)
- Location
- Skiles 005
- Speaker
- Brendan Pass – University of Alberta – pass@ualberta.ca
I will present joint work in progress with Gero Friesecke. We introduce a two parameter family of variational problems; varying the first parameter interpolates between a regularized version of Monge's optimal transport (OT) problem and Kantorovich's relaxed version. The first limit problem has the advantage over Monge's original problem of always admitting a solution. In cases where a (sufficiently regular) Monge map exists, the solution will be of such a form; if not, the limit problem essentially minimizes the transportation cost among all best approximations of the target measure by pushforwards of the source. When the source measure is discrete, we show that this is equivalent to the optimal quantization of the target measure, with the additional constraint that the weights of the approximating discrete masses are prescribed. The second parameter controls the regularity of the pseudo-Monge map. In both the high and low regularity limits, the problem converges to the classical Kantorovich problem, under mild assumptions.
Part of the motivation for this problem is to understand whether the strictly correlated electron ansatz is valid in the semi-classical limit of density functional theory (DFT). We will briefly discuss the corresponding application of OT to DFT, and outline what is known about the existence of Monge solutions (or, equivalently, the validity of the strictly correlated electron ansatz).