zuko.flows.mixture#
Mixture models.
Classes#
Creates a Gaussian mixture model (GMM). |
Descriptions#
- class zuko.flows.mixture.GMM(features, context=0, components=2, **kwargs)#
Creates a Gaussian mixture model (GMM).
\[p(X | c) = \sum_{i = 1}^K w_i(c) \, \mathcal{N}(X | \mu_i(c), \Sigma_i(c))\]Wikipedia
https://wikipedia.org/wiki/Mixture_model#Gaussian_mixture_model
- Parameters:
features (int) – The number of features.
context (int) – The number of context features.
components (int) – The number of components \(K\) in the mixture.
kwargs – Keyword arguments passed to
zuko.nn.MLP
.