High-Dimensional Probability : An Introduction with Applications in Data Science
Roman (University of California, Irvine) Vershynin
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High-Dimensional Statistics : A Non-Asymptotic Viewpoint
Martin J. (University of California, Berkeley) Wainwright
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The Fundamentals of Heavy Tails : Properties, Emergence, and Estimation
Jayakrishnan (Indian Institute of Technology, Bombay) Nair
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Model-Based Clustering and Classification for Data Science : With Applications in R
Charles Bouveyron
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Generalized Additive Models for Location, Scale and Shape : A Distributional Regression Approach, with Applications
Mikis D. (University of Greenwich) Stasinopoulos
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Mathematical Foundations of Infinite-Dimensional Statistical Models
Evarist (University of Connecticut) Gine
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Applied Asymptotics : Case Studies in Small-Sample Statistics
A. R. Brazzale
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Fundamentals of Nonparametric Bayesian Inference
Subhashis (North Carolina State University) Ghosal
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Mathematical Foundations of Infinite-Dimensional Statistical Models
Evarist Gine
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Confidence, Likelihood, Probability : Statistical Inference with Confidence Distributions
Tore (Universitetet i Oslo) Schweder
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Nonparametric Estimation under Shape Constraints : Estimators, Algorithms and Asymptotics
Piet (Technische Universiteit Delft, The Netherlands) Groeneboom
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Elements of Distribution Theory
Thomas A. (Northwestern University, Illinois) Severini
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