Statistical optimal transport : École d'Été de Probabilités de Saint-Flour XLIX - 2019 / Sinho Chewi, Jonathan Niles-Weed, Philippe Rigollet

Von:

Chewi, Sinho [VerfasserIn]

Mitwirkende(r):

Resource type: Ressourcentyp: Buch (Online)Buch (Online)Sprache: Englisch Reihen: lecture notes in mathematics ; École d'Été de Probabilités de Saint-Flour ; volume 2364Verlag: Cham : Springer, [2025]Copyright-Datum: © 2025Beschreibung: 1 Online-Ressource (xiv, 258 Seiten)ISBN:

9783031851605

Schlagwörter:

Andere physische Formen: 9783031851599 | 9783031851612 DDC-Klassifikation:

519.5 23

DOI: DOI: 10.1007/978-3-031-85160-5Online-Ressourcen:

Zugang im Netz des KIT

Zusammenfassung: 1. Optimal Transport -- 2. Estimation of Wasserstein distances -- 3. Estimation of transport maps -- 4. Entropic optimal transport -- 5. Wasserstein gradient flows: theory.-6. Wasserstein gradient flows: applications -- 7. Metric geometry of the Wasserstein space -- 8. Wasserstein barycenters.Zusammenfassung: This monograph aims to offer a concise introduction to optimal transport, quickly transitioning to its applications in statistics and machine learning. It is primarily tailored for students and researchers in these fields, yet it remains accessible to a broader audience of applied mathematicians and computer scientists. Each chapter is complemented with exercises for the reader to test their understanding. As such, this monograph is suitable for a graduate course on the topic of statistical optimal transport.PPN: PPN: 1922929247Package identifier: Produktsigel: ZDB-2-SEB | ZDB-2-SMA | ZDB-2-SXMS | ZDB-2-LNM

Exemplare ( 0 )

Dieser Titel hat keine Exemplare