High-Dimensional Probability: An Introduction with Applications in Data Science

Roman Vershynin

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Langue : anglais

Edité par Cambridge University Press, 2026

1009490648 / 9781009490641

Série : Livre 61 sur 64 - Cambridge Series in Statistical and Probabilistic Mathematics

Vendeur : World of Books (was SecondSale), Montgomery, IL, Etats-UnisWorld of Books (was SecondSale)

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A propos de cet article

'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.…

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Titre
High-Dimensional Probability: An Introduction with Applications in Data Science
Auteur
Roman Vershynin
Éditeur
Cambridge University Press
Année de publication
2026
État de l'article
Very Good
Reliure
Hardback
Langue
anglais
ISBN à 10 chiffres
1009490648
ISBN à 13 chiffres
9781009490641
Édition
2ème Édition
Série
Livre 61 sur 64: Cambridge Series in Statistical and Probabilistic Mathematics

World of Books (was SecondSale)

Montgomery, IL, Etats-Unis

Vendeur avec une évaluation de 5 étoiles

Vendeur AbeBooks depuis 20 décembre 2007

Frais d'expédition à l'intérieur de ce pays : Etats-Unis

Article4 à 12 jours ouvrés3 à 6 jours ouvrés
Premier articleEUR 0,00EUR 9,73
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