Impact of Categorical Variable Encodings on Bayesian Optimization Performance.
Jan KrummenauerNesrine KammounBenedikt SteinJuergen GoetzePublished in: ICTAI (2022)
Keyphrases
- data driven
- optimization algorithm
- global optimization
- multi objective
- optimization problems
- efficient optimization
- orders of magnitude
- bayesian networks
- discrete optimization
- optimization process
- bayesian estimation
- bayesian learning
- categorical variables
- neural network
- numerical values
- decision variables
- numerical data
- optimization model
- categorical data
- constrained optimization
- optimization methods
- optimization method
- maximum likelihood
- clustering algorithm