Opportunities · 01Machine‑Learning for Insurance Fraud
212 papers22.6% of this theme group
Studies explore advanced ML techniques, such as support vector machines, to improve insurance fraud detection.
Support vector machine (21) · Insurance fraud (11) · Pattern recognition (13) · Undersampling (8)
Safeguarding against Cyber Threats: Machine Learning-Based Approaches for Real-Time Fraud Detection and Prevention
Insurance Fraud Detection using Machine Learning
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Opportunities · 02Graph‑Based Transaction Analysis
197 papers21.0% of this theme group
Research highlights graph models for uncovering fraudulent patterns in banking transaction databases.
Database transaction (76) · Graph (21) · Financial fraud (32) · Database (14)
Fraud Detection in Banking Transactions Using Machine Learning
Fraud Detection in Financial Transactions: A Machine Learning Approach
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Opportunities · 03Ensemble Models for Credit‑Card Security
174 papers18.6% of this theme group
Works propose stacking and feature‑selection ensembles to boost credit‑card fraud detection accuracy.
Credit card (153) · Credit card fraud (151) · Database transaction (35) · Computer security (36)
Enhanced framework for credit card fraud detection using robust feature selection and a stacking ensemble model approach
Efficient Credit Card Fraud Detection Based on Multiple ML Algorithms
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Opportunities · 04AI‑Enhanced Risk Management
114 papers12.2% of this theme group
Papers present AI approaches for real‑time anomaly detection and risk assessment in financial services.
Financial fraud (25) · Risk management (10) · Computer security (31) · Anomaly detection (14)
AI-Driven Fraud Detection in Banking: Enhancing Transaction Security
Harnessing AI for Fraud Detection and Prevention in Finance and Banking
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Opportunities · 05ML Algorithms for Payment Protection
109 papers11.6% of this theme group
Research investigates diverse machine‑learning methods to safeguard credit‑card payments from fraud.
Credit card fraud (103) · Credit card (97) · Computer security (27) · Payment (19)
Credit Card Fraud Detection using Machine Learning Algorithms
Credit Card Fraud Detection using Machine Learning Methods
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Opportunities · 06Blockchain for KYC and Transparency
77 papers8.2% of this theme group
Studies examine blockchain solutions to streamline KYC processes and increase data transparency.
Blockchain (46) · Computer security (33) · Transparency (12) · Authentication (7)
Blockchain-based Decentralized KYC Verification Framework for Banks
E-KYC System Using Blockchain
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Opportunities · 07Random Forests in Fraud Classification
55 papers5.9% of this theme group
Works focus on random‑forest and decision‑tree models to enhance detection of credit‑card fraud.
Random forest (46) · Credit card (50) · Credit card fraud (46) · Decision tree (10)
Credit Card Fraud Detection using Machine Learning and Deep Learning Techniques
Credit Card Fraud Detection Using Selective Class Sampling and Random Forest Classifier
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