An Invitation to Optimal Transport, Wasserstein Distances, and Gradient Flows (Second Edition)

Saved in:
Bibliographic Details
Title: An Invitation to Optimal Transport, Wasserstein Distances, and Gradient Flows (Second Edition)
Description: This book provides a self-contained introduction to optimal transport, and it is intended as a starting point for any researcher who wants to enter into this beautiful subject. The presentation focuses on the essential topics of the theory: Kantorovich duality, existence and uniqueness of optimal transport maps, Wasserstein distances, the JKO scheme, Otto's calculus, and Wasserstein gradient flows. At the end, a presentation of some selected applications of optimal transport is given. Suitable for a course at the graduate level, the book also includes an appendix with a series of exercises along with their solutions. The present second edition contains a number of additions, such as a new section on the Brunn–Minkowski inequality, new exercises, and various corrections throughout the text.
Authors: Alessio Figalli, Federico Glaudo
Resource Type: eBook.
Subjects: Flows (Differentiable dynamical systems), Transportation problems (Programming), Mathematical optimization
Categories: MATHEMATICS / Mathematical Analysis, COMPUTERS / Programming / Algorithms
Database: eBook Collection (EBSCOhost)
Description
Abstract:This book provides a self-contained introduction to optimal transport, and it is intended as a starting point for any researcher who wants to enter into this beautiful subject. The presentation focuses on the essential topics of the theory: Kantorovich duality, existence and uniqueness of optimal transport maps, Wasserstein distances, the JKO scheme, Otto's calculus, and Wasserstein gradient flows. At the end, a presentation of some selected applications of optimal transport is given. Suitable for a course at the graduate level, the book also includes an appendix with a series of exercises along with their solutions. The present second edition contains a number of additions, such as a new section on the Brunn–Minkowski inequality, new exercises, and various corrections throughout the text.
ISBN:9783985470501
9783985475506