What Does HMC Stand For?

HMC stands for Hybrid Monte Carlo

HMC, or Hybrid Monte Carlo, is a sophisticated algorithm used in computational statistics and machine learning. It combines principles from Hamiltonian mechanics and Monte Carlo methods to efficiently sample from complex probability distributions. By leveraging the deterministic dynamics of Hamiltonian systems, HMC enhances the exploration of high-dimensional spaces while maintaining statistical rigor. This approach is particularly useful in Bayesian inference, enabling faster convergence and improved sampling performance in various applications such as statistical modeling and deep learning.

Other Meanings for HMC