Client Benefits & Main Results
Fighting financial fraud is a major banking issue :
- Working with imbalanced data make fraud detection difficult
- Strong increase of players in the financial service ecosystem impacting the BAUs processes (open banking, social media…)
- Increase of selfcare operations directly taken by the customer
- Strong regulatory requirements (KYC, MIFID…)
Our approach
Use of AI/Machine learning to improve fraud detection through deep learning techniques, time series/sequence analysis and feature engineering techniques
Client Benefits & Main Results
AI / neural network techniques for time series helps detecting anomalies in a sequence / window
AI / Machine learning in fraud detection has several advantages:
The ability to scale to millions or billions of Payment transactions
The ability to use Graph / link networks to identify relationships
Social media integration
Performance – rapid response for acceptance / rejection of transaction
Behavioral analysis/sentiment analysis
Transparency – the ability to indicate the reason for rejection