Computational Statistical Methodologies and Modeling for Artificial Intelligence

8Analysis of Oversampling and Ensemble Learning Methods for Credit Card Fraud Detection

Ankit Kumar Singh¹, Rohit Bhaskar Rao Gurijala¹, Utkarsh Kumar Rai¹, Anupam Kumar^*2, Basant Agarwal¹ and Ashish Sharma¹

1 IIIT Kota, Jaipur, Rajasthan, India

2 National Institute of Technology, Patna, India

*Corresponding Author: [e-mail]; [e-mail]

DOI: 10.1201/9781003253051-11

Contents

1. 8.1Introduction
2. 8.2Related Work
3. 8.3Proposed Approach
   1. 8.3.1Ensemble Learning
4. 8.4Experiment Results
   1. 8.4.1Dataset and Preprocessing
   2. 8.4.2Evaluation Metrics Ensemble Learning
      1. 8.4.2.1Ensemble of Logistic Regression and Random Forest
      2. 8.4.2.2Ensemble of Logistic Regression and KNN
      3. 8.4.2.3Ensemble of Logistic Regression, Random Forest, and KNN
      4. 8.4.2.4 ...