MUMBAI, India, July 7 -- Intellectual Property India has published a patent application (202641063680 A) filed by Nandha Engineering College on May 20, 2026, for Adaptive Deep Ensemble Framework For Financial Fraud Detection Using Attention Augmented Autoencoders.
Inventors include Mr S Karvendhan; Mr T Vimal; and Mr R Navin Kumar.
The application for the patent was published on July 03, 2026, under issue no. 27/2026.
Abstract: The present invention discloses an Al-based Adaptive Deep Ensemble Framework for Financial Fraud Detection Using Augmented Autoencoders designed to improve the accuracy and security of digital financial transactions. The system integrates augmented autoencoders, adaptive deep ensemble learning, and intelligent anomaly detection techniques for identifYing fraudulent financial activities. Financial transaction data and user behavioural patterns are continuously monitored and analyzed to detect suspicious activities in real time. The framework provides automated fraud classification, risk assessment, and alert generation mechanisms for fmancial institutions and administrators. The invention reduces manual effort in fraud analysis, improves fraud detection accuracy, minimizes false positives, and enhances the reliability and security of financial systems.
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