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Advanced Variance Reduction Techniques For Mcmc

Advanced Variance Reduction Techniques For Mcmc

Hardback (30 Apr 2026)

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Publisher's Synopsis

The book is devoted to contemporary variance reduction methods for Monte Carlo and Markov Chain (MCMC) with Machine Learning and Finance applications. We present new approaches based on martingale representations, and Stein control variates besides the standard techniques. In addition, the book focuses on developing new variance reduction algorithms in MCMC and their theoretical analysis. Readers will find numerical examples that illustrate all proposed algorithms.

Book information

ISBN: 9789811287770
Publisher: World Scientific
Imprint: World Scientific Publishing
Pub date:
Language: English
Number of pages: 500
Weight: -1g