High-Dimensional Statistics
A Non-Asymptotic Viewpoint
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…
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Produktdetails
- ISBN: 978-1-108-57282-8
- EAN: 9781108572828
- Produktnummer: 30715311
- Verlag: Cambridge University Press
- Sprache: Englisch
- Erscheinungsjahr: 2019
- Seitenangabe: 0 S.
- Plattform: PDF
- Masse: 9'719 KB
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