A Dynamical Systems Perspective on Online Bayesian Nonparametric Estimators with Adaptive Hyperparameters.
Alec KoppelAmrit S. BediVikram KrishnamurthyPublished in: ICASSP (2021)
Keyphrases
- dynamical systems
- hyperparameters
- gaussian process
- model selection
- cross validation
- closed form
- support vector
- random sampling
- bayesian inference
- bayesian framework
- gaussian processes
- em algorithm
- state space
- posterior distribution
- variational bayes
- maximum a posteriori
- prior information
- maximum likelihood
- incremental learning
- noise level
- search algorithm
- image segmentation
- sample size
- edge detection