duvenaud / warped-mixtures

Code for density estimation with nonparametric cluster shapes.

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Warped Mixture Models

Code for inferring nonparametric cluster shapes using warped mixtures. For a description of this model, and some initial experiments using this code, see:

Warped Mixtures for Nonparametric Cluster Shapes
Tomoharu Iwata, David Duvenaud, Zoubin Ghahramani
http://mlg.eng.cam.ac.uk/duvenaud/papers/warped-mixtures.pdf

To reproduce the results in that paper, call run_experiments.m
To see a nice demo of the sampler, call demo_spiral.m

Code authors: Tomoharu Iwata and David Duvenaud

If you have any questions about getting this code running, feel free to email us:
duvenaud@cs.toronto.edu and ti242@cam.ac.uk

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Code for density estimation with nonparametric cluster shapes.


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