Bayesian parameter estimation using conditional variational autoencoders for gravitational-wave astronomy.
Hunter GabbardChris MessengerIk Siong HengFrancesco TonoliniRoderick Murray-SmithPublished in: CoRR (2019)
Keyphrases
- parameter estimation
- posterior distribution
- markov fields
- maximum likelihood
- bayesian model selection
- random fields
- model selection
- markov random field
- em algorithm
- least squares
- denoising
- parameter estimation algorithm
- statistical models
- markov chain monte carlo
- image segmentation
- approximate inference
- parameter values
- estimation problems
- expectation maximization
- model fitting
- variational methods
- unsupervised image segmentation
- prior model
- parameters estimation
- metropolis hastings algorithm
- image processing