Towards Entity-Aware Conditional Variational Inference for Heterogeneous Time-Series Prediction: An application to Hydrology.
Rahul GhoshArvind RenganathanWallace McAlileyMichael S. SteinbachChristopher J. DuffyVipin KumarPublished in: SDM (2024)
Keyphrases
- variational inference
- bayesian inference
- topic models
- probabilistic model
- posterior distribution
- probabilistic graphical models
- gaussian process
- variational methods
- closed form
- latent dirichlet allocation
- mixture model
- exponential family
- artificial neural networks
- graphical models
- exact inference
- conditional probabilities
- approximate inference
- markov networks
- latent variables
- bayesian framework
- machine learning
- parameter estimation
- factor graphs
- generative model
- feature selection