A Swarm Intelligence Approach in Undersampling Majority Class.
Haya Abdullah AlhakbaniMohammad Majid al-RifaiePublished in: ANTS Conference (2016)
Keyphrases
- swarm intelligence
- majority class
- class imbalance
- class distribution
- attribute selection
- minority class
- imbalanced data
- particle swarm optimization
- ant colony optimization
- cost sensitive
- computational intelligence
- imbalanced datasets
- evolutionary computation
- particle swarm optimization pso
- misclassification costs
- active learning
- training instances
- training set
- social insects
- theoretical and empirical study
- sampling methods
- concept drift
- cost sensitive learning
- decision trees
- decision boundary
- swarm robotics
- feature selection
- nearest neighbour
- test set
- optimization algorithm
- naive bayes
- multi class
- evolutionary algorithm
- training data
- genetic algorithm