國立虎尾科技大學 |

Statistical optimal transport = École d'Été de Probabilités de Saint-Flour XLIX - 2019 /

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Statistical optimal transport/ by Sinho Chewi, Jonathan Niles-Weed, Philippe Rigollet.
其他題名:	École d'Été de Probabilités de Saint-Flour XLIX - 2019 /
作者:	Chewi, Sinho.
其他作者:	Niles-Weed, Jonathan.
出版者:	Cham :Springer Nature Switzerland : : 2025.,
面頁冊數:	xiv, 260 p. :ill. (some col.), digital ; : 24 cm.;
Contained By:	Springer Nature eBook
標題:	Mathematical statistics -
電子資源:	https://doi.org/10.1007/978-3-031-85160-5
ISBN:	9783031851605

Statistical optimal transport = École d'Été de Probabilités de Saint-Flour XLIX - 2019 /
Chewi, Sinho.

Statistical optimal transportÉcole d'Été de Probabilités de Saint-Flour XLIX - 2019 /[electronic resource] :by Sinho Chewi, Jonathan Niles-Weed, Philippe Rigollet. - Cham :Springer Nature Switzerland :2025. - xiv, 260 p. :ill. (some col.), digital ;24 cm. - Lecture notes in mathematics ;v. 2364. - Lecture notes in mathematics ;1943..

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.

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.

ISBN: 9783031851605

Standard No.: 10.1007/978-3-031-85160-5doiSubjects--Topical Terms:

682993
Mathematical statistics

LC Class. No.: QA276.A1

Dewey Class. No.: 519.5

Statistical optimal transport = École d'Été de Probabilités de Saint-Flour XLIX - 2019 /
LDR:01995nam a2200349 a 4500 001 1162557
003 DE-He213
005 20250411151622.0
006 m d
007 cr nn 008maaau
008 251029s2025 sz s 0 eng d
020 $a 9783031851605 $q (electronic bk.)
020 $a 9783031851599 $q (paper)
024 7 $a 10.1007/978-3-031-85160-5 $2 doi
035 $a 978-3-031-85160-5
040 $a GP $c GP
041 0 $a eng
050 4 $a QA276.A1
072 7 $a PBT $2 bicssc
072 7 $a MAT029000 $2 bisacsh
072 7 $a PBT $2 thema
082 0 4 $a 519.5 $2 23
090 $a QA276.A1 $b C529 2025
100 1 $a Chewi, Sinho. $3 1489363
245 1 0 $a Statistical optimal transport $h [electronic resource] : $b École d'Été de Probabilités de Saint-Flour XLIX - 2019 / $c by Sinho Chewi, Jonathan Niles-Weed, Philippe Rigollet.
260 $a Cham : $c 2025. $b Springer Nature Switzerland : $b Imprint: Springer,
300 $a xiv, 260 p. : $b ill. (some col.), digital ; $c 24 cm.
490 1 $a Lecture notes in mathematics ; $v v. 2364
490 1 $a École d'Été de Probabilités de Saint-Flour
505 0 $a 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.
520 $a 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.
650 0 $a Mathematical statistics $3 682993
650 1 4 $a Statistical Theory and Methods. $3 671396
650 2 4 $a Machine Learning. $3 1137723
650 2 4 $a Calculus of Variations and Optimization. $3 1366302
650 2 4 $a Statistical Physics. $3 670714
650 2 4 $a Probability Theory. $3 1366244
700 1 $a Niles-Weed, Jonathan. $3 1489364
700 1 $a Rigollet, Philippe. $3 1489365
710 2 $a SpringerLink (Online service) $3 593884
711 2 $a Workshop on the Preservation of Stability under Discretization $d (2001 : $c Fort Collins, Colo.) $3 527686
773 0 $t Springer Nature eBook
830 0 $a Lecture notes in mathematics ; $v 1943. $3 882220
830 0 $a École d'Été de Probabilités de Saint-Flour. $3 1489366
856 4 0 $u https://doi.org/10.1007/978-3-031-85160-5
950 $a Mathematics and Statistics (SpringerNature-11649)