Optimal Transport for Applied Mathematicians: Calculus of Variations, PDEs, and ModelingBirkhäuser, 17 oct. 2015 - 353 pages This monograph presents a rigorous mathematical introduction to optimal transport as a variational problem, its use in modeling various phenomena, and its connections with partial differential equations. Its main goal is to provide the reader with the techniques necessary to understand the current research in optimal transport and the tools which are most useful for its applications. Full proofs are used to illustrate mathematical concepts and each chapter includes a section that discusses applications of optimal transport to various areas, such as economics, finance, potential games, image processing and fluid dynamics. Several topics are covered that have never been previously in books on this subject, such as the Knothe transport, the properties of functionals on measures, the Dacorogna-Moser flow, the formulation through minimal flows with prescribed divergence formulation, the case of the supremal cost, and the most classical numerical methods. Graduate students and researchers in both pure and applied mathematics interested in the problems and applications of optimal transport will find this to be an invaluable resource. |
À l'intérieur du livre
Résultats 1-5 sur 41
Page xi
... Brenier method with geodesics in the Wasserstein space. Chapter 1 presents the relaxation that Kantorovich did of the original Monge problem and its duality issues (Kantorovich potentials, c-cyclical monotonicity, etc.). It uses these ...
... Brenier method with geodesics in the Wasserstein space. Chapter 1 presents the relaxation that Kantorovich did of the original Monge problem and its duality issues (Kantorovich potentials, c-cyclical monotonicity, etc.). It uses these ...
Page xii
... Brenier method. In the rest of the chapter, two other “continuous” numerical methods are described, and the discussion section deals with discrete and semidiscrete methods. Chapter 7 contains a “bestiary” of useful functionals defined ...
... Brenier method. In the rest of the chapter, two other “continuous” numerical methods are described, and the discussion section deals with discrete and semidiscrete methods. Chapter 7 contains a “bestiary” of useful functionals defined ...
Page xvi
... Brenier in [82], where he also proves a very special form for the optimal map: the optimal T is of the form T.x/ D ru.x/, for a convex function u. This makes, by the way, a strong connection with the Monge-Ampère equation. Indeed, from ...
... Brenier in [82], where he also proves a very special form for the optimal map: the optimal T is of the form T.x/ D ru.x/, for a convex function u. This makes, by the way, a strong connection with the Monge-Ampère equation. Indeed, from ...
Page xix
... Brenier. He devoted a lot of time to me in the last several months and deserves a special thanks as well. I also acknowledge the long-standing and helpful support of Lorenzo Brasco (who has been there since the very beginning of this ...
... Brenier. He devoted a lot of time to me in the last several months and deserves a special thanks as well. I also acknowledge the long-standing and helpful support of Lorenzo Brasco (who has been there since the very beginning of this ...
Page xxii
... . . . . . . . . . . . 81 2.5.3 Isoperimetric inequality via Knothe or Brenier maps......... 83 3 L1 and L1 theory ............................................................ 87 3.1 The Monge case, with cost jx yj.............
... . . . . . . . . . . . 81 2.5.3 Isoperimetric inequality via Knothe or Brenier maps......... 83 3 L1 and L1 theory ............................................................ 87 3.1 The Monge case, with cost jx yj.............
Table des matières
1 | |
2 Onedimensional issues | 58 |
3 L1 and L theory | 87 |
4 Minimal flows | 120 |
5 Wasserstein spaces | 177 |
6 Numerical methods | 219 |
7 Functionals over probabilities | 249 |
8 Gradient flows | 285 |
Exercises | 324 |
References | 339 |
Index | 351 |
Autres éditions - Tout afficher
Optimal Transport for Applied Mathematicians: Calculus of Variations, PDEs ... Filippo Santambrogio Aucun aperçu disponible - 2016 |
Optimal Transport for Applied Mathematicians: Calculus of Variations, PDEs ... Filippo Santambrogio Aucun aperçu disponible - 2015 |
Optimal Transport for Applied Mathematicians: Calculus of Variations, PDEs ... Filippo Santambrogio Aucun aperçu disponible - 2015 |
Expressions et termes fréquents
absolutely continuous algorithm apply approximation assumption atomic barycenter boundary bounded Brenier Chapter compact compute concave condition consider constraint continuity equation continuous function convex function countable curves defined definition denote density differentiable displacement convexity domain dual duality equality equilibrium existence fact finite function f geodesic given gives gradient flow hence Hint to Ex implies inequality infimum jx yj Kantorovich potential Knothe Lebesgue Lebesgue measure Lemma linear Lipschitz continuous lower semi-continuous Lp norms mass Math metric space Monge Monge-Ampère equation monotone Moreover norm Note obtained optimal map optimal transport map optimal transport plan particles particular probability measures Proof properties Proposition prove quadratic cost regularity result Santambrogio satisfies Section semi-continuity sequence ſº solution solve strictly convex Suppose Theorem triangle inequality unique variational vector field Wasserstein distances weak convergence