Variational Inference for Deblending Crowded Starfields.
Runjing LiuJon D. McAuliffeJeffrey RegierLSST Dark Energy Science CollaborationPublished in: J. Mach. Learn. Res. (2023)
Keyphrases
- variational inference
- bayesian inference
- topic models
- posterior distribution
- probabilistic graphical models
- probabilistic model
- gaussian process
- mixture model
- variational methods
- latent dirichlet allocation
- closed form
- approximate inference
- exact inference
- exponential family
- graphical models
- factor graphs
- markov networks
- latent variables
- information retrieval
- probability distribution
- parameter estimation
- generative model
- optic flow
- multiscale
- bayesian networks
- probabilistic inference
- belief networks
- first order logic
- em algorithm
- semi supervised
- prior knowledge