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stat.ML2025
Efficient Inference for Coupled Hidden Markov Models in Continuous Time and Discrete Space
Giosue Migliorini, Padhraic Smyth
Systems of interacting continuous-time Markov chains are a powerful model class, but inference is typically intractable in high dimensional settings. Auxiliary information, such as…
stat.ML2016★ 45 cited
Stick-Breaking Variational Autoencoders
Eric Nalisnick, Padhraic Smyth
We extend Stochastic Gradient Variational Bayes to perform posterior inference for the weights of Stick-Breaking processes. This development allows us to define a Stick-Breaking Va…