High-Dimensional Statistics (Hardcover)
Language: English
Published by Cambridge University Press, Cambridge, 2019
Series: Book 52 of 64 - Cambridge Series in Statistical and Probabilistic Mathematics
- Hardcover
- New
Seller: CitiRetail, Stevenage, United KingdomCitiRetail
AbeBooks seller since June 29, 2022
Condition: New
£ 83.49
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Hardcover. 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. Recent years have seen an explosion in the volume and variety of data collected in scientific disciplines from astronomy to genetics and industrial settings ranging from Amazon to Uber. This graduate text equips readers in statistics, machine learning, and related fields to understand, apply, and adapt modern methods suited to large-scale data. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. …
Seller Inventory # 9781108498029
- Title
- High-Dimensional Statistics (Hardcover)
- Author
- Martin J. Wainwright
- Publisher
- Cambridge University Press, Cambridge
- Publication year
- 2019
- Condition
- new
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 1108498027
- ISBN 13
- 9781108498029
- Series
- Book 52 of 64: Cambridge Series in Statistical and Probabilistic Mathematics
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CitiRetail
Stevenage, United Kingdom
AbeBooks seller since June 29, 2022
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