Dimension Reduction for Gaussian Process Emulation: An Application to the Influence of Bathymetry on Tsunami Heights.
Xiaoyu LiuSerge GuillasPublished in: SIAM/ASA J. Uncertain. Quantification (2017)
Keyphrases
- dimension reduction
- gaussian process
- gaussian processes
- regression model
- feature extraction
- principal component analysis
- model selection
- bayesian framework
- high dimensional
- linear discriminant analysis
- singular value decomposition
- hyperparameters
- high dimensional data
- latent variables
- feature selection
- manifold learning
- semi supervised
- dimensionality reduction
- low dimensional
- cluster analysis
- preprocessing
- feature space
- pattern recognition
- latent space
- generative model
- prior information
- high dimensionality
- sample size
- data sets
- text classification
- least squares
- reinforcement learning
- neural network