A Modified Ant Lion Optimization Method and Its Application for Instance Reduction Problem in Balanced and Imbalanced Data.
Lamiaa M. El BakrawyMehmet Akif CifciSamina KausarSadiq HussainMd. Akhtarul IslamBilal AlatasAbeer S. DesukyPublished in: Axioms (2022)
Keyphrases
- optimization method
- imbalanced data
- imbalanced class distribution
- highly skewed
- optimization algorithm
- class distribution
- genetic algorithm
- metaheuristic
- evolutionary algorithm
- simulated annealing
- feature selection
- differential evolution
- ant colony optimization
- linear regression
- imbalanced datasets
- random forest
- decision trees
- support vector machine
- nelder mead simplex
- classification models
- sampling methods
- ensemble methods
- svm classifier
- class imbalance
- multi objective
- feature vectors
- base classifiers
- swarm intelligence
- ensemble classifier
- multi class
- search space
- neural network
- data sets