Speeding Up Multi-Objective Hyperparameter Optimization by Task Similarity-Based Meta-Learning for the Tree-Structured Parzen Estimator.
Shuhei WatanabeNoor H. AwadMasaki OnishiFrank HutterPublished in: IJCAI (2023)
Keyphrases
- meta learning
- multi objective
- optimization algorithm
- model selection
- grid search
- inductive learning
- learning tasks
- evolutionary algorithm
- machine learning algorithms
- feature selection
- genetic algorithm
- decision trees
- hyperparameters
- base classifiers
- real world
- machine learning
- metamodel
- supervised learning
- data mining
- software systems
- neural network