Implicit MLE: Backpropagating Through Discrete Exponential Family Distributions.
Mathias NiepertPasquale MinerviniLuca FranceschiPublished in: NeurIPS (2021)
Keyphrases
- exponential family
- maximum likelihood
- log likelihood
- kl divergence
- closed form
- graphical models
- statistical models
- density estimation
- mixture model
- missing values
- hidden variables
- parameter estimation
- em algorithm
- expectation maximization
- maximum a posteriori
- variational methods
- order statistics
- probability density function
- hyperparameters
- gaussian mixture model
- high dimensional
- gaussian distribution
- markov chain