A class skew-insensitive ACO-based decision tree algorithm for imbalanced data sets

• Main Authors: Mohd Razali, Muhamad Hasbullah, Saian, Rizauddin, Yap, Bee Wah, Ku-Mahamud, Ku Ruhana
• Format: Article
• Language: English
• Published: Institute of Advanced Engineering and Science 2021
• Subjects: QA75 Electronic computers. Computer science
• Online Access: http://repo.uum.edu.my/27849/1/IJEECS%2020%201%202021%20412%20419.pdf; http://repo.uum.edu.my/27849/; http://ijeecs.iaescore.com/index.php/IJEECS/article/view/22253

Ant-tree-miner (ATM) has an advantage over the conventional decision tree algorithm in terms of feature selection. However, real world applications commonly involved imbalanced class problem where the classes have different importance. This condition impeded the entropy-based heuristic of existing A...