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Roman Vershynin High-Dimensional Probability (Hardback) (US IMPORT)

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Item specifics

Condition
Brand New: A new, unread, unused book in perfect condition with no missing or damaged pages. See all condition definitionsopens in a new window or tab
Book Title
High-Dimensional Probability
Title
High-Dimensional Probability
Subtitle
An Introduction with Applications in Data Science
EAN
9781108415194
ISBN
9781108415194
Genre
Computing & Internet
Topic
Science Nature & Math
Release Year
2018
Release Date
27/09/2018
Country/Region of Manufacture
GB
Item Length
183mm

About this product

Product Information

High-dimensional probability offers insight into the behavior of random vectors, random matrices, random subspaces, and objects used to quantify uncertainty in high dimensions. Drawing on ideas from probability, analysis, and geometry, it lends itself to applications in mathematics, statistics, theoretical computer science, signal processing, optimization, and more. It is the first to integrate theory, key tools, and modern applications of high-dimensional probability. Concentration inequalities form the core, and it covers both classical results such as Hoeffding's and Chernoff's inequalities and modern developments such as the matrix Bernstein's inequality. It then introduces the powerful methods based on stochastic processes, including such tools as Slepian's, Sudakov's, and Dudley's inequalities, as well as generic chaining and bounds based on VC dimension. A broad range of illustrations is embedded throughout, including classical and modern results for covariance estimation, clustering, networks, semidefinite programming, coding, dimension reduction, matrix completion, machine learning, compressed sensing, and sparse regression.

Product Identifiers

Publisher
Cambridge University Press
ISBN-13
9781108415194
eBay Product ID (ePID)
5046661720

Product Key Features

Number of Pages
296 Pages
Language
English
Publication Name
High-Dimensional Probability: an Introduction with Applications in Data Science
Publication Year
2018
Subject
Economics, Computer Science, Mathematics
Type
Textbook
Author
Roman Vershynin
Subject Area
Data Analysis
Series
Cambridge Series in Statistical and Probabilistic Mathematics
Format
Hardcover

Dimensions

Item Height
260 mm
Item Weight
710 g
Item Width
183 mm

Additional Product Features

Country/Region of Manufacture
United Kingdom
Title_Author
Roman Vershynin

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