Variational and Information Flows in Machine Learning and Optimal Transport

Language: English

Published by Birkhäuser, Springer Jul 2025, 2025

3031927303 / 9783031927300

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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This item is printed on demand - it takes 3-4 days longer - Neuware -This book is based on lectures given at the Mathematisches Forschungsinstitut Oberwolfach on Computational Variational Flows in Machine Learning and Optimal Transport .Variational and stochastic flows on measure spaces are ubiquitous in machine learning and generative modeling. Optimal transport and diffeomorphic flows provide powerful frameworks to analyze such trajectories of distributions with elegant notions from differential geometry, such as geodesics, gradient and Hamiltonian flows. Recently, mean field control and mean field games offered a general optimal control variational view on learning problems. The four independent chapters in this book address the question of how the presented tools lead us to better understanding and further development of machine learning and generative models. 268 pp. Englisch.

Seller Inventory # 9783031927300

Title
Variational and Information Flows in Machine Learning and Optimal Transport
Author
Wuchen Li
Publisher
Birkhäuser, Springer Jul 2025
Publication year
2025
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3031927303
ISBN 13
9783031927300
Item weight
455 grams
Dimensions
240x168x15 mm

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

5-star seller

AbeBooks seller since January 11, 2012

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BuchWeltWeit Ludwig Meier e.K.

Germany