Martin J. Wainwright - Böcker
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2 produkter
2 produkter
Del 48 - Cambridge Series in Statistical and Probabilistic Mathematics
High-Dimensional Statistics
A Non-Asymptotic Viewpoint
Inbunden, Engelska, 2019
902 kr
Skickas inom 7-10 vardagar
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.
Del 2141 - Lecture Notes in Mathematics
Mathematical Foundations of Complex Networked Information Systems
Politecnico di Torino, Verrès, Italy 2009
Häftad, Engelska, 2015
378 kr
Skickas inom 10-15 vardagar
Introducing the reader to the mathematics beyond complex networked systems, these lecture notes investigate graph theory, graphical models, and methods from statistical physics.