Hybrid Methodology Based on Bayesian Optimization and GA-PARSIMONY for Searching Parsimony Models by Combining Hyperparameter Optimization and Feature Selection.
Francisco Javier Martínez de PisónRuben Gonzalez-SendinoAlvaro AldamaJavier Ferreiro-CabelloEsteban Fraile-GarciaPublished in: HAIS (2017)
Keyphrases
- optimization method
- model selection
- feature selection
- optimization algorithm
- response surface
- evolutionary algorithm
- optimization problems
- probabilistic model
- function optimization
- optimization process
- data sets
- prior knowledge
- genetic algorithm
- random search
- decision trees
- gaussian processes
- evolution strategy
- optimization methods
- optimization criteria
- parameter optimization
- constrained optimization
- prior information
- neural network
- machine learning
- bayesian networks