The Elements of Statistical Learning
Trevor Hastie, Robert Tibshirani & Jerome Friedman
Regression Modeling Strategies
Frank E. Harrell , Jr.
Targeted Learning in Data Science
Mark J. van der Laan & Sherri Rose
Hidden Markov Processes and Adaptive Filtering
Yury A. Kutoyants
Robust Statistics Through the Monitoring Approach
Anthony C. Atkinson, Marco Riani, Aldo Corbellini, Domenico Perrotta & Valentin Todorov
Change Point Analysis for Time Series
Lajos Horvath & Gregory Rice
Ten Projects in Applied Statistics
Peter McCullagh
Statistical Foundations, Reasoning and Inference
Göran Kauermann, Helmut Küchenhoff & Christian Heumann
Linear and Generalized Linear Mixed Models and Their Applications
Jiming Jiang & Thuận Nguyễn
An Introduction to Sequential Monte Carlo
Nicolas Chopin & Omiros Papaspiliopoulos