Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations.
Maziar RaissiParis PerdikarisGeorge E. KarniadakisPublished in: CoRR (2017)
Keyphrases
- gaussian processes
- partial differential equations
- finite difference
- numerical methods
- numerical algorithms
- finite difference method
- gaussian process
- anisotropic diffusion
- numerical solution
- image denoising
- image processing
- level set
- gaussian process regression
- covariance function
- multiscale
- image enhancement
- hyperparameters
- gaussian process models
- multi task
- model selection
- bayesian framework
- denoising
- learning algorithm
- similarity measure
- natural images
- high dimensional
- generative model
- latent variables
- multi class
- high order
- cross validation