Aleatoric Uncertainty Estimation of Overnight Sleep Statistics Through Posterior Sampling Using Conditional Normalizing Flows.
Hans Van GorpMerel M. van GilstPedro FonsecaSebastiaan OvereemRuud J. G. van SlounPublished in: ICASSP (2023)
Keyphrases
- conditional probabilities
- markov chain monte carlo
- importance sampling
- probability distribution
- estimation algorithm
- monte carlo
- uncertain data
- metropolis hastings
- confidence intervals
- sampling methods
- bayesian framework
- generative model
- posterior probability
- neural network
- density estimation
- graphical models
- probabilistic model
- estimation accuracy
- bayesian networks
- robust optimization
- sampling strategy
- decision making