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Infinite Gaussian Mixture Model
Details:
* Dirichlet Process (Stick-Breaking Representation)
* Variational EM (Truncate variational distribution)
Reference:
Variational Inference for Dirichlet Process Mixtures
David M. Blei, Michael I. Jordan
Bayesian Analysis (2006)
http://www.cs.princeton.edu/~blei/papers/BleiJordan2004.pdf
Jacob's matlab library for Gaussian Dirichlet Process Mixture Models (DPMMs).
Jacob Eisenstein
2012
https://github.com/jacobeisenstein/DPMM/tree/master/vdpmm
Note that the variable names are followed from Blei's paper
To-do:
Truncation-free Stochastic Variational Inference for Bayesian Nonparametric Models
Chong Wang, David M. Blei
NIPS 2012
http://www.cs.cmu.edu/~chongw/papers/WangBlei2012-nips.pdf