Statistical theory and methods

Information Theory

From Coding to Learning

Polyanskiy, Yury
Wu, Yihong
Published: Not yet published - available from January 2025

Brownian Motion, the Fredholm Determinant, and Time Series Analysis

Tanaka, Katsuto
Published: Not yet published - available from December 2024

Introduction to Probability and Statistics for Data Science

with R

Rigdon, Steven E.
Fricker, Jr, Ronald D.
Montgomery, Douglas C.
Published: Not yet published - available from November 2024Published: Not yet published - available from November 2024

Active Statistics

Stories, Games, Problems, and Hands-on Demonstrations for Applied Regression and Causal Inference

Gelman, Andrew
Vehtari, Aki
Published: March 2024Published: March 2024

Generalized Additive Models for Location, Scale and Shape

A Distributional Regression Approach, with Applications

Stasinopoulos, Mikis D.
Kneib, Thomas
Klein, Nadja
(+ 2 others)
Published: February 2024Published: February 2024

Time Series for Data Scientists

Data Management, Description, Modeling and Forecasting

Sanchez, Juana
Published: July 2023Published: May 2023

The Conway–Maxwell–Poisson Distribution

Sellers, Kimberly F.
Published: March 2023Published: February 2023

Exponential Families in Theory and Practice

Efron, Bradley
Published: February 2023Published: December 2022Published: December 2022

Statistical Hypothesis Testing in Context

Reproducibility, Inference, and Science

Fay, Michael P.
Brittain, Erica H.
Published: September 2022Published: May 2022
Volume 52

Principles of Statistical Analysis

Learning from Randomized Experiments

Arias-Castro, Ery
Published: August 2022Published: August 2022Published: August 2022

Computer Age Statistical Inference, Student Edition

Algorithms, Evidence, and Data Science

Efron, Bradley
Hastie, Trevor
Published: June 2021Published: June 2021

Mathematical Foundations of Infinite-Dimensional Statistical Models

Giné, Evarist
Nickl, Richard
Published: May 2021Published: March 2021

Regression and Other Stories

Gelman, Andrew
Hill, Jennifer
Vehtari, Aki
Published: September 2020Published: September 2020Published: July 2020

Statistical Modelling by Exponential Families

Sundberg, Rolf
Published: October 2019Published: October 2019Published: September 2019

Model-Based Clustering and Classification for Data Science

With Applications in R

Bouveyron, Charles
Celeux, Gilles
Murphy, T. Brendan
(+ 1 other)
Published: July 2019Published: September 2019

High-Dimensional Statistics

A Non-Asymptotic Viewpoint

Wainwright, Martin J.
Published: April 2019Published: March 2019

Ignorance and Uncertainty

Compte, Olivier
Postlewaite, Andrew
Published: December 2018Published: December 2018Published: December 2018

Statistics

Abadir, Karim M.
Heijmans, Risto D. H.
Magnus, Jan R.
Published: November 2018Published: November 2018Published: October 2018

Statistical Inference as Severe Testing

How to Get Beyond the Statistics Wars

Mayo, Deborah G.
Published: September 2018Published: September 2018Published: September 2018

Introduction to Applied Linear Algebra

Vectors, Matrices, and Least Squares

Boyd, Stephen
Vandenberghe, Lieven
Published: August 2018Published: May 2018