Computational Intelligence for Cybersecurity Management and Applications

4 Machine Learning and Blockchain for Security Management in Banking System

Oshin Sharma and Nidhi Pandey

Department of Computer Science & Technology, SRM University, Delhi-NCR, Ghaziabad, UP, India

DOI: 10.1201/9781003319917-6

Contents

1. 4.1 Introduction
2. 4.2 Background and Related Works
3. 4.3 Blockchain and Its Benefits in Banking and Finance
4. 4.3.1 Peer-to-Peer Network (P2P)
5. 4.3.2 Blocks
6. 4.3.3 Transactions within a Ledger
7. 4.3.4 Proof-of-Work (POW)
8. 4.3.5 Blockchain Towards the Banking System
9. 4.4 Machine Learning–Based Secure Transaction Processing Systems
10. 4.4.1 Input Raw Data
11. 4.4.2 Feature Extraction
12. 4.4.3 Training Algorithm
13. 4.4.4 Creating a Model
14. 4.4.5 Support Vector Machine (SVM)
15. 4.4.6 Decision Trees
16. 4.4.7 Random Forest
17. 4.4.8 XGBoost
18. 4.4.9 ...