Optimization on selecting XGBoost hyperparameters using meta-learning.
Tiago Lima MarinhoDiego Carvalho do NascimentoBruno Almeida PimentelPublished in: Expert Syst. J. Knowl. Eng. (2024)
Keyphrases
- meta learning
- grid search
- hyperparameters
- model selection
- cross validation
- inductive learning
- learning tasks
- feature selection
- sample size
- closed form
- random sampling
- support vector
- machine learning
- data mining
- machine learning algorithms
- decision trees
- prior information
- maximum likelihood
- bayesian framework
- base classifiers
- incremental learning
- bayesian inference
- learning algorithm