High-Dimensional Statistics / Cambridge Series in Statistical and Probabilistic Mathematics (ePub)
A Non-Asymptotic Viewpoint
(Sprache: Englisch)
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...
sofort als Download lieferbar
eBook (ePub)
58.60 €
- Lastschrift, Kreditkarte, Paypal, Rechnung
- Kostenloser tolino webreader
Produktdetails
Produktinformationen zu „High-Dimensional Statistics / Cambridge Series in Statistical and Probabilistic Mathematics (ePub)“
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.
Bibliographische Angaben
- Autor: Martin J. Wainwright
- 2019, Englisch
- Verlag: Cambridge University Press
- ISBN-10: 1108571239
- ISBN-13: 9781108571234
- Erscheinungsdatum: 21.02.2019
Abhängig von Bildschirmgröße und eingestellter Schriftgröße kann die Seitenzahl auf Ihrem Lesegerät variieren.
eBook Informationen
- Dateiformat: ePub
- Größe: 28 MB
- Mit Kopierschutz
- Vorlesefunktion
Sprache:
Englisch
Kopierschutz
Dieses eBook können Sie uneingeschränkt auf allen Geräten der tolino Familie lesen. Zum Lesen auf sonstigen eReadern und am PC benötigen Sie eine Adobe ID.
Family Sharing
eBooks und Audiobooks (Hörbuch-Downloads) mit der Familie teilen und gemeinsam genießen. Mehr Infos hier.
Kommentar zu "High-Dimensional Statistics / Cambridge Series in Statistical and Probabilistic Mathematics"
Schreiben Sie einen Kommentar zu "High-Dimensional Statistics / Cambridge Series in Statistical and Probabilistic Mathematics".
Kommentar verfassen