Hamiltonian Monte Carlo Methods in Machine Learning

by Tshilidzi Marwala, Rendani Mbuvha, Wilson Tsalane Mongwe, et al.

Hamiltonian Monte Carlo Methods in Machine Learning introduces methods for optimal tuning of HMC parameters, along with an introduction of Shadow and Non-canonical HMC methods with improvements and speedup. Lastly, the authors address the critical issues of variance reduction for parameter estimates of numerous HMC based samplers. The book offers a comprehensive introduction to Hamiltonian Monte Carlo methods and provides a cutting-edge...

• Format: Paperback
• Language: English
• ISBN: 0443190356
• ISBN13: 9780443190353
• Release Date: March 2023
• Publisher: Academic Press
• Length: 220 Pages
• Weight: 0.86 lbs.
• Dimensions: 0.5" x 7.5" x 9.3"