MUMBAI, India, June 22 -- Intellectual Property India has published a patent application (202641070256 A) filed by Dr. Ramesh Shahabadkar on June 05, 2026, for A System And Method For Bias-Aware Adaptive Drift Detection Using Enhanced Adwin With Explainable Artificial Intelligence.
Inventors include Dr. Ramesh Shahabadkar; Dr. V Mareeswari; Aadi Satwik Pandey; Snigdha Kesh; R Velvizhi Ramya; Geetesh Verma; Poorvi V; and Unnati.
The application for the patent was published on June 12, 2026, under issue no. 24/2026.
Abstract: The present invention relates to a system and method for detecting concept drift in streaming data using a bias-aware adaptive ADWIN algorithm integrated with Explainable Artificial Intelligence (XAI). The invention dynamically adjusts the detection sensitivity using an adaptive delta mechanism and incorporates class imbalance handling to reduce bias. A hybrid drift detection approach combining statistical and performance-based criteria enhances accuracy, while the explainability module provides insights into drift causes. The invention improves robustness, fairness, and interpretability in real-time machine learning systems.
Disclaimer: Curated by HT Syndication.
