High-Dimensional Probability
Language: English
Published by Cambridge University Press, GB, 2026
Series: Book 61 of 64 - Cambridge Series in Statistical and Probabilistic Mathematics
- Hardcover
- New
Seller: Rarewaves USA, HEBRON, KY, U.S.A.Rarewaves USA
AbeBooks seller since June 10, 2025
Condition: New
£ 84.15
Quantity: Over 20 available
Add to basketItem description from seller
'High-Dimensional Probability,' winner of the 2019 PROSE Award in Mathematics, offers an accessible and friendly introduction to key probabilistic methods for mathematical data scientists. Streamlined and updated, this second edition integrates theory, core tools, and modern applications. Concentration inequalities are central, including classical results like Hoeffding's and Chernoff's inequalities, and modern ones like the matrix Bernstein inequality. The book also develops methods based on stochastic processes - Slepian's, Sudakov's, and Dudley's inequalities, generic chaining, and VC-based bounds. Applications include covariance estimation, clustering, networks, semidefinite programming, coding, dimension reduction, matrix completion, and machine learning. New to this edition are 200 additional exercises, alongside extra hints to assist with self-study. Material on analysis, probability, and linear algebra has been reworked and expanded to help bridge the gap from a typical undergraduate background to a second course in probability.…
Seller Inventory # LU-9781009490641
- Title
- High-Dimensional Probability
- Author
- Roman Vershynin
- Publisher
- Cambridge University Press, GB
- Publication year
- 2026
- Condition
- New
- Binding
- Hardback
- Language
- English
- ISBN 10
- 1009490648
- ISBN 13
- 9781009490641
- Edition
- 2nd.
- Item weight
- 817 grams
- Dimensions
- 7 x 0.81 x 10 inches
- Series
- Book 61 of 64: Cambridge Series in Statistical and Probabilistic Mathematics
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