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High-Dimensional Statistics - A Non-Asymptotic Viewpoint (Hardcover) Loot Price: R2,396
Discovery Miles 23 960
High-Dimensional Statistics - A Non-Asymptotic Viewpoint (Hardcover): Martin J Wainwright

High-Dimensional Statistics - A Non-Asymptotic Viewpoint (Hardcover)

Martin J Wainwright

Series: Cambridge Series in Statistical and Probabilistic Mathematics

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Loot Price R2,396 Discovery Miles 23 960 | Repayment Terms: R225 pm x 12*

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Recent years have witnessed an explosion in the volume and variety of data collected in all scientific disciplines and industrial settings. Such massive data sets present a number of challenges to researchers in statistics and machine learning. This book provides a self-contained introduction to the area of high-dimensional statistics, aimed at the first-year graduate level. It includes chapters that are focused on core methodology and theory - including tail bounds, concentration inequalities, uniform laws and empirical process, and random matrices - as well as chapters devoted to in-depth exploration of particular model classes - including sparse linear models, matrix models with rank constraints, graphical models, and various types of non-parametric models. With hundreds of worked examples and exercises, this text is intended both for courses and for self-study by graduate students and researchers in statistics, machine learning, and related fields who must understand, apply, and adapt modern statistical methods suited to large-scale data.

General

Imprint: Cambridge UniversityPress
Country of origin: United Kingdom
Series: Cambridge Series in Statistical and Probabilistic Mathematics
Release date: February 2019
Authors: Martin J Wainwright
Dimensions: 260 x 183 x 35mm (L x W x T)
Format: Hardcover
Pages: 568
ISBN-13: 978-1-108-49802-9
Categories: Books > Reference & Interdisciplinary > Communication studies > Data analysis
Books > Science & Mathematics > Mathematics > Probability & statistics
Books > Science & Mathematics > Biology, life sciences > General
Books > Computing & IT > Applications of computing > Signal processing
Books > Computing & IT > Applications of computing > Pattern recognition
Books > Business & Economics > Economics > Econometrics > Economic statistics
Books > Computing & IT > Applications of computing > Artificial intelligence > Machine learning
LSN: 1-108-49802-7
Barcode: 9781108498029

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