Credit Card Fraud Detection using Data Pre-processing on Imbalanced Data - both Oversampling and Undersampling

Author:

Ahammad Jalal1,Hossain Nazia1,Alam Mohammad Shafiul2

Affiliation:

1. Stamford University Bangladesh, Dhaka, Bangladesh

2. Ahsanullah University of Science and Technology, Dhaka, Bangladesh

Publisher

ACM

Reference17 articles.

1. [n.d.]. 24 Best Ecommerce Retail Datasets for Machine Learning | Lionbridge AI. https://lionbridge.ai/datasets/24-best-ecommerce- retail- datasets- for- machine-learning/ [n.d.]. 24 Best Ecommerce Retail Datasets for Machine Learning | Lionbridge AI. https://lionbridge.ai/datasets/24-best-ecommerce- retail- datasets- for- machine-learning/

2. [n.d.]. Decision Trees-A simple way to visualize a decision. https://medium.com/greyatom/decision-trees-a-simple-way-to-visualize-a-decision-dc506a403aeb [n.d.]. Decision Trees-A simple way to visualize a decision. https://medium.com/greyatom/decision-trees-a-simple-way-to-visualize-a-decision-dc506a403aeb

3. Workflow mining: Discovering process models from event logs;Der Aalst Wil Van;Issue 9. https://doi.org/10.1109/TKDE.,2004

4. Astha Agrawal Herna L Viktor and Eric Paquet. [n.d.]. SCUT: Multi-Class Imbalanced Data Classification using SMOTE and Cluster-based Undersampling. Astha Agrawal Herna L Viktor and Eric Paquet. [n.d.]. SCUT: Multi-Class Imbalanced Data Classification using SMOTE and Cluster-based Undersampling.

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1. Credit Card Fraud Detection with Subspace Learning-based One-Class Classification;2023 IEEE Symposium Series on Computational Intelligence (SSCI);2023-12-05

2. Optimisation and Resampling methods for Handling Imbalanced Datasets in Credit Card Fraud Detection using Artificial Neural Networks;Proceedings of the 6th International Conference on Networking, Intelligent Systems & Security;2023-05-24

3. AutoEncoder and LightGBM for Credit Card Fraud Detection Problems;Symmetry;2023-04-06

4. A Machine Learning-Based Framework for Detecting Credit Card Anomalies and Fraud;2023 27th International Conference on Information Technology (IT);2023-02-15

5. Global reliable data generation for imbalanced binary classification with latent codes reconstruction and feature repulsion;Applied Intelligence;2022-12-20

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