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Showing 2012Show all
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cs.LG2012★ 19 cited
Variational Inference in Non-negative Factorial Hidden Markov Models for Efficient Audio Source Separation
Gautham Mysore, Maneesh Sahani
The past decade has seen substantial work on the use of non-negative matrix factorization and its probabilistic counterparts for audio source separation. Although able to capture a…
stat.ML2012★ 27 cited
Stochastic Variational Inference
Matt Hoffman, David M. Blei, Chong Wang +1
We develop stochastic variational inference, a scalable algorithm for approximating posterior distributions. We develop this technique for a large class of probabilistic models and…