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cs.LG2020★ 1 cited
Newtonian Monte Carlo: single-site MCMC meets second-order gradient methods
Nimar S. Arora, Nazanin Khosravani Tehrani, Kinjal Divesh Shah +7
Single-site Markov Chain Monte Carlo (MCMC) is a variant of MCMC in which a single coordinate in the state space is modified in each step. Structured relational models are a good c…
cs.LG2018
On the Information Theoretic Distance Measures and Bidirectional Helmholtz Machines
Mahdi Azarafrooz, Xuan Zhao, Sepehr Akhavan-Masouleh
By establishing a connection between bi-directional Helmholtz machines and information theory, we propose a generalized Helmholtz machine. Theoretical and experimental results show…