Ensemble meta classifier with sampling and feature selection for data with multiclass imbalance problem

• Main Authors: Mohd Shamrie Sainin, Rayner Alfred, Faudziah Ahmad
• Format: Article
• Language: English; English
• Published: Universiti Utara Malaysia 2021
• Subjects: QA Mathematics; TK Electrical engineering. Electronics Nuclear engineering
• Online Access: https://eprints.ums.edu.my/id/eprint/29977/1/Ensemble%20meta%20classifier%20with%20sampling%20and%20feature%20selection%20for%20data%20with%20multiclass%20imbalance%20problem-Abstract.pdf; https://eprints.ums.edu.my/id/eprint/29977/2/Ensemble%20meta%20classifier%20with%20sampling%20and%20feature%20selection%20for%20data%20with%20multiclass%20imbalance%20problem.pdf; https://eprints.ums.edu.my/id/eprint/29977/; http://jict.uum.edu.my/images/Vol20No2April2021/103-133.pdf
• Institution: Universiti Malaysia Sabah

Ensemble learning by combining several single classifiers or another ensemble classifier is one of the procedures to solve the imbalance problem in multiclass data. However, this approach still faces the question of how the ensemble methods obtain their higher performance. In this paper, an investig...