Multi-objective hyperparameter tuning and feature selection using filter ensembles.
Martin BinderJulia MoosbauerJanek ThomasBernd BischlPublished in: GECCO (2020)
Keyphrases
- multi objective
- feature selection
- multi objective optimization
- evolutionary algorithm
- optimization algorithm
- preprocessing step
- ensemble learning
- model selection
- wrapper method
- multiple objectives
- feature ranking
- conflicting objectives
- imbalanced data
- multi objective optimization problems
- gaussian processes
- objective function
- ensemble methods
- genetic algorithm
- particle swarm optimization
- text categorization
- classification accuracy
- gaussian process
- feature subset
- machine learning
- support vector
- feature selection algorithms
- multi objective evolutionary
- support vector machine
- decision trees
- feature set
- mutual information
- ensemble feature selection
- median filter
- pareto optimal
- feature subset selection
- parameter optimization
- models built
- decision stumps
- naive bayes
- feature space
- fitness function
- selected features
- knn
- nsga ii
- noise reduction