VAE clustering example

[dmccloskey]

References

• http://ruishu.io/2016/12/25/gmvae/
• http://nbviewer.jupyter.org/github/RuiShu/vae-clustering/blob/master/experiments.ipynb
• https://github.com/dpkingma/nips14-ssl

Citations

• Diederik P. Kingma, Danilo J. Rezende, Shakir Mohamed, Max Welling. "Semi-Supervised Learning with Deep Generative Models". 2014 arXiv:1406.5298
• Nat Dilokthanakul, Pedro A.M. Mediano, Marta Garnelo, Matthew C.H. Lee, Hugh Salimbeni, Kai Arulkumaran, Murray Shanahan "Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders". 2017 arXiv:1611.02648

[dmccloskey]

Tutorial on VAEs

• http://ruishu.io/2018/03/14/vae/
  Note the use of average(log_normal(z, mu, var)-log_normal(z, 0, 1)
  where log_normal = -0.5 * tf.reduce_sum(tf.log(2 * np.pi) + tf.log(var + eps) + tf.square(x - mu) / (var + eps), axis)
  for Gaussian
• https://github.com/RuiShu/micro-projects/blob/master/tf-vae/codebase/models/extra_layers.py
• https://github.com/RuiShu/tensorbayes/blob/master/tensorbayes/distributions.py