Bandit optimisation of functions in the Matérn kernel RKHS.
David JanzDavid R. BurtJavier GonzálezPublished in: CoRR (2020)
Keyphrases
- reproducing kernel hilbert space
- reproducing kernel
- kernel methods
- hilbert space
- kernel function
- support vector
- loss function
- random sampling
- special case
- continuous functions
- convex sets
- learning theory
- von neumann
- positive definite
- euclidean space
- input space
- data dependent
- metric space
- learning problems
- distance measure
- support vector machine
- feature space
- regularized least squares
- genetic algorithm
- machine learning
- medial axis
- reinforcement learning
- bandit problems