Optimisation and Resampling methods for Handling Imbalanced Datasets in Credit Card Fraud Detection using Artificial Neural Networks

Author:

Ndama Oussama1ORCID,En-Naimi El Mokhtar1ORCID

Affiliation:

1. DSAI2S Research Team, Faculty of Sciences and Techniques of Tangier, Abdelmalek Essaâdi University, Tetouan, Morocco, FST of Tangier, Morocco

Publisher

ACM

Reference46 articles.

1. Balogun , A. O. , Basri , S. , Abdulkadir , S. J. , & Hashim , A. S. ( 2019 ). Performance analysis of feature selection methods in software defect prediction: a search method approach. Applied Sciences, 9(13), 2764 . Balogun, A. O., Basri, S., Abdulkadir, S. J., & Hashim, A. S. (2019). Performance analysis of feature selection methods in software defect prediction: a search method approach. Applied Sciences, 9(13), 2764.

2. Bandaranayake B. (2014). Fraud and corruption control at education system level: A case study of the Victorian department of education and early childhood development in Australia. Journal of Cases in Educational Leadership  17(4) 34-53. Bandaranayake B. (2014). Fraud and corruption control at education system level: A case study of the Victorian department of education and early childhood development in Australia. Journal of Cases in Educational Leadership  17(4) 34-53.

3. Adewumi , A. O. , & Akinyelu , A. A. ( 2017 ). A survey of machine-learning and nature-inspired based credit card fraud detection techniques. International Journal of System Assurance Engineering and Management, 8, 937-953 . Adewumi, A. O., & Akinyelu, A. A. (2017). A survey of machine-learning and nature-inspired based credit card fraud detection techniques. International Journal of System Assurance Engineering and Management, 8, 937-953.

4. Jiang , C. , Song , J. , Liu , G. , Zheng , L. , & Luan , W. ( 2018 ). Credit card fraud detection: A novel approach using aggregation strategy and feedback mechanism. IEEE Internet of Things Journal, 5(5), 3637-3647 . Jiang, C., Song, J., Liu, G., Zheng, L., & Luan, W. (2018). Credit card fraud detection: A novel approach using aggregation strategy and feedback mechanism. IEEE Internet of Things Journal, 5(5), 3637-3647.

5. Kotsiantis , S. , Kanellopoulos , D. , & Pintelas , P. ( 2006 ). Handling imbalanced datasets: A review. GESTS international transactions on computer science and engineering, 30(1), 25-36 . Kotsiantis, S., Kanellopoulos, D., & Pintelas, P. (2006). Handling imbalanced datasets: A review. GESTS international transactions on computer science and engineering, 30(1), 25-36.

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