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Roman Vershynin High-Dimension al Probability (Hardback) (US IMPORT)
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eBay item number:135933015041
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
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
Item description from the seller
Seller business information
VAT number: GB 864 1548 11
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