High-dimensional Additive Gaussian Processes under Monotonicity Constraints.
Andrés F. López-LoperaFrançois BachocOlivier RoustantPublished in: NeurIPS (2022)
Keyphrases
- gaussian processes
- monotonicity constraints
- high dimensional
- gaussian process
- low dimensional
- gaussian process regression
- logic programs
- covariance function
- dimensionality reduction
- equality constraints
- multi task learning
- parameter space
- high dimensional data
- data points
- feature space
- evolutionary algorithm
- hyperparameters
- learning tasks
- gaussian process models
- multi task
- objective function