Bounce: Reliable High-Dimensional Bayesian Optimization for Combinatorial and Mixed Spaces.
Leonard PapenmeierLuigi NardiMatthias PoloczekPublished in: NeurIPS (2023)
Keyphrases
- high dimensional
- optimization algorithm
- optimization problems
- low dimensional
- monte carlo sampling
- nearest neighbor
- bi level
- discrete data
- global optimization
- cost effective
- high dimensional problems
- bayesian learning
- similarity search
- data driven
- multi dimensional
- principal component analysis
- bayesian networks
- high dimensional data
- neural network
- optimization method
- combinatorial optimization
- gene expression data
- metric space
- optimization methods
- variable selection
- constrained optimization
- sparse data
- dimensionality reduction
- genetic algorithm