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Statistical optimal transport : École d'Été de Probabilités de Saint-Flour XLIX-2019 / Sinho Chewi, Jonathan Niles-Weed, Philippe Rigollet.
Math/Physics/Astronomy Library QA3 .L28 2364
Available
Math/Physics/Astronomy Library QA3 .L28 v.1-999 470,523,830,849:2nd ed. v.1000-1722,1762,1781,1799-2099,2100-2218 2219-2223-2258,2260-2271,2273-2274-2277,2279-2281,2283-2289,2291,2293-2294,2296,2298-2299,2300-2311,2313-2379,2380-2384 2385-2389,2392
Mixed Availability
LIBRA QA3 .L28 Scattered vols.
Mixed Availability
- Format:
- Book
- Author/Creator:
- Chewi, Sinho, author.
- Niles-Weed, Jonathan, 1988- author.
- Rigollet, Philippe, author.
- Series:
- Lecture notes in mathematics (Springer-Verlag) ; 0075-8434 2364.
- Lecture notes in mathematics (Springer-Verlag). École d'été de probabilités de Saint-Flour 0721-5363
- Lecture notes in mathematics, 0075-8434 ; 2364
- École d'Été de Probabilités de Saint-Flour, 0721-5363
- Language:
- English
- Subjects (All):
- Mathematical statistics--Congresses.
- Mathematical statistics.
- Statistics--Congresses.
- Statistics.
- Calculus of variations--Congresses.
- Calculus of variations.
- Transport theory--Congresses.
- Transport theory.
- Mathematical optimization--Congresses.
- Mathematical optimization.
- Genre:
- Conference papers and proceedings.
- Physical Description:
- xiv, 258 pages ; 24 cm.
- Place of Publication:
- Cham, Switzerland : Springer, [2025]
- Summary:
- "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."--Back cover.
- Contents:
- 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
- Convex analysis
- Probability.
- Notes:
- Includes bibliographical references and index.
- ISBN:
- 9783031851599
- 3031851595
- OCLC:
- 1519612849
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