Ten Projects in Applied Statistics
Peter McCullagh
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An Introduction to Statistical Modeling of Extreme Values
Stuart Coles
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Regression Modeling Strategies : With Applications to Linear Models, Logistic and Ordinal Regression, and Survival Analysis
Jr., Frank E. Harrell
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Applied Compositional Data Analysis : With Worked Examples in R
Peter Filzmoser
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The Elements of Statistical Learning : Data Mining, Inference, and Prediction, Second Edition
Trevor Hastie
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Targeted Learning in Data Science : Causal Inference for Complex Longitudinal Studies
Mark J. van der Laan
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Inequalities: Theory of Majorization and Its Applications
Albert W. Marshall
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Semiparametric and Nonparametric Methods in Econometrics
Joel L. Horowitz
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Observational Studies
Paul R. Rosenbaum
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Semiparametric Theory and Missing Data
Anastasios Tsiatis
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Statistical Decision Theory : Estimation, Testing, and Selection
F. Liese
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Asymptotic Methods in Statistical Decision Theory
Lucien Le Cam
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Principles and Theory for Data Mining and Machine Learning
Bertrand Clarke
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Resampling Methods for Dependent Data
S. N. Lahiri
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Inference for Functional Data with Applications
Lajos Horvath
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Bayesian and Frequentist Regression Methods
Jon Wakefield
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Observational Studies
Paul R. Rosenbaum
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Statistics for High-Dimensional Data : Methods, Theory and Applications
Peter Buhlmann
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Mathematical Statistics : Essays on History and Methodology
Johann Pfanzagl
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Nonparametric and Semiparametric Models
Wolfgang Karl Hardle
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Elements of Nonlinear Time Series Analysis and Forecasting
Jan G. De Gooijer
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An Introduction to Sequential Monte Carlo
Nicolas Chopin
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An Introduction to Sequential Monte Carlo
Nicolas Chopin
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Statistical Foundations, Reasoning and Inference : For Science and Data Science
Goran Kauermann
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