31 citations · 39 across the 4 of their papers we have counts for
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cs.LG2023★ 2 cited
Sequential Monte Carlo Learning for Time Series Structure Discovery
Feras A. Saad, Brian J. Patton, Matthew D. Hoffman +2
This paper presents a new approach to automatically discovering accurate models of complex time series data. Working within a Bayesian nonparametric prior over a symbolic space of…
cs.LG2012★ 31 cited
New inference strategies for solving Markov Decision Processes using reversible jump MCMC
Matthias Hoffman, Hendrik Kueck, Nando de Freitas +1
In this paper we build on previous work which uses inferences techniques, in particular Markov Chain Monte Carlo (MCMC) methods, to solve parameterized control problems. We propose…