Variational Inference and Bayesian CNNs for Uncertainty Estimation in Multi-Factorial Bone Age Prediction.
Stefan EggenreichChristian PayerMartin UrschlerDarko SternPublished in: CoRR (2020)
Keyphrases
- variational inference
- bayesian inference
- posterior distribution
- parameter estimation
- topic models
- variational methods
- probabilistic model
- probabilistic graphical models
- latent dirichlet allocation
- mixture model
- gaussian process
- closed form
- decision theory
- approximate inference
- optical flow estimation
- posterior probability
- exact inference
- exponential family
- probability distribution
- density estimation
- markov networks
- belief functions
- bayesian networks
- latent variables
- bayesian framework
- model selection
- maximum likelihood
- hyperparameters
- hidden variables
- gaussian processes
- prior information
- graphical models
- maximum a posteriori
- semi supervised
- least squares
- text mining
- markov chain monte carlo
- gaussian distribution
- conditional probabilities
- machine learning