Cambridge University Press Scalable Monte Carlo for Bayesian Learning (Institute of Mathematical Statistics Monographs)

Computational Bayesian Statistics: An Introduction: 11 (Institute of Mathematical Statistics Textbooks)

Cambridge University Press

Advanced Markov Chain Monte Carlo Methods: Learning from Past Samples (Wiley Series in Computational Statistics)

Wiley

Markov Chain Monte Carlo: Stochastic Simulation for Bayesian Inference, Second Edition: 68 (Chapman & Hall/CRC Texts in Statistical Science)

CRC Press

Handbook of Markov Chain Monte Carlo (Chapman & Hall/CRC Handbooks of Modern Statistical Methods)

CRC Press

Understanding Machine Learning: From Theory to Algorithms

Cambridge University Press

Monte Carlo Methods

Springer

Bayesian Econometric Methods: Series Number 7 (Econometric Exercises, Series Number 7)

Cambridge University Press

Computer Age Statistical Inference: Algorithms, Evidence, and Data Science: 5 (Institute of Mathematical Statistics Monographs, Series Number 5)

Cambridge University Press

Patterns of Scalable Bayesian Inference (Foundations and Trends (R) in Machine Learning)

Now Publishers

Springer An Introduction to Sequential Monte Carlo - Particle Filters

Inference and Learning from Data: Volume 2: Inference

Bayesian Methods in Statistics: From Concepts to Practice

Sage Publications

Hamiltonian Monte Carlo Methods in Machine Learning

Academic Press

Introducing Monte Carlo Methods with R (Use R!)

Springer

Probabilistic Numerics: Computation as Machine Learning

Cambridge University Press

Statistical Mechanics of Learning

Cambridge University Press

Bayesian Statistical Methods (Chapman & Hall/CRC Texts in Statistical Science)

CRC Press

Modeling and Reasoning with Bayesian Networks

Cambridge University Press

The Probability Companion for Engineering and Computer Science

Cambridge University Press

Bayesian Optimization

Cambridge University Press

Understanding Computational Bayesian Statistics (Wiley Series in Computational Statistics)

Wiley

Explorations in Monte Carlo Methods (Undergraduate Texts in Mathematics)

Springer

Fundamentals of Nonparametric Bayesian Inference: 44 (Cambridge Series in Statistical and Probabilistic Mathematics, Series Number 44)

Cambridge University Press

Bayesian Econometric Methods: 7 (Econometric Exercises, Series Number 7)

Cambridge University Press