Hamiltonian Monte Carlo methods in machine learning /

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...

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Bibliographic Details

Main Author:	Marwala, Tshilidzi
Corporate Author:	ScienceDirect (Online service)
Other Authors:	Mongwe, Wilson Tsakane, Mbuvha, Rendani
Format:	eBook
Language:	English
Published:	Cambridge, MA : Academic Press, 2023.
Subjects:	Machine learning > Mathematics. Monte Carlo method. Hamiltonian systems. Apprentissage automatique > Mathématiques. Méthode de Monte-Carlo. Systèmes hamiltoniens. Hamiltonian systems Monte Carlo method Electronic books.
Online Access:	Connect to the full text of this electronic book