Jayakumar Ramalingam

Beyond Rules-based Fraud Detection: Explainable Graph AI for Streaming Retail Transactions

The typical approach to fraud detection in retail environments relies on rules-based, static detection engines. Such systems perform well against simple, known attack types but struggle against sophisticated, emerging threats and organized financial syndicates. Moreover, rules-based systems produce high false positive...