Asymptotic Bounds for Smoothness Parameter Estimates in Gaussian Process Regression.
Toni KarvonenPublished in: CoRR (2022)
Keyphrases
- gaussian process regression
- parameter estimates
- maximum likelihood
- parameter estimation
- worst case
- experimental data
- gaussian processes
- dynamic model
- gaussian process
- upper bound
- lower bound
- closed form solutions
- prior model
- hyperparameters
- parametric models
- em algorithm
- error bounds
- prior information
- motion estimation
- computational complexity