Magnetic Hamiltonian Monte Carlo With Partial Momentum Refreshment

Magnetic Hamiltonian Monte Carlo (MHMC) has been shown to provide more efficient sampling of the target posterior compared to Hamiltonian Monte Carlo (HMC). It achieves this by utilising a user specified magnetic field and the resultant non-canonical Hamiltonian dynamics. This is important for multi...

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Bibliographic Details
Main Authors: Wilson Tsakane Mongwe, Rendani Mbuvha, Tshilidzi Marwala
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9503422/