Optimal Transport: A Comprehensive Introduction to Modeling, Analysis, Simulation, Applications - Brossura

Friesecke, Gero

Brossura

ISBN 10: 1611978084 ISBN 13: 9781611978087

Casa editrice: Society for Industrial & Applied Mathematics,U.S., 2024

Riassunto

Historically, optimal transport was about moving a pile of mortar efficiently or transferring the output of an array of steel mines optimally. This type of problem has been found to arise in many different fields of mathematics, science, and engineering―from fluid dynamics to many-electron physics to artificial intelligence―and in the last three decades interest in the subject has exploded.

This accessible book begins with an elementary and self-contained chapter on optimal transport on finite state spaces that does not require measure theory or functional analysis. It builds up mathematical theory rigorously and from scratch, aided by intuitive arguments, informal discussion, and carefully selected applications. It is the first book to cover modern topics such as Wasserstein GANs and multimarginal problems and includes a discussion of numerical methods and basic MATLAB code for simulating optimal transport problems directly via linear programming or more efficiently via the Sinkhorn algorithm. Additionally, it provides classroom-tested exercises in every chapter.

Dettagli dell'edizione

• Editore: Society for Industrial & Applied Mathematics,U.S.
• Data di pubblicazione: 2024
• Lingua: Inglese
• ISBN 10: 1611978084
• ISBN 13: 9781611978087
• Rilegatura: Copertina flessibile
• Numero di pagine: 333
• Contatto del produttore: non disponibile
• Persona responsabile: non disponibile