430 citations · 985 across the 29 of their papers we have counts for
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stat.ML2017★ 4 cited
Estimate exponential memory decay in Hidden Markov Model and its applications
Felix X. -F. Ye, Yi-an Ma, Hong Qian
Inference in hidden Markov model has been challenging in terms of scalability due to dependencies in the observation data. In this paper, we utilize the inherent memory decay in hi…
stat.ML2017★ 15 cited
Stochastic Gradient MCMC Methods for Hidden Markov Models
Yi-An Ma, Nicholas J. Foti, Emily B. Fox
Stochastic gradient MCMC (SG-MCMC) algorithms have proven useful in scaling Bayesian inference to large datasets under an assumption of i.i.d data. We instead develop an SG-MCMC al…