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System and Method for Adaptive Multi-Domain Data Fusion and Agent-Based Prescriptive Analysis

Description: Fusion Nexus features an Adaptive Data Fusion Architecture that transforms diverse and unstructured data into a standardized numerical format suitable for AI processing. It employs a network of intelligent agents managed by the Model Context Protocol (MCP), including Micro-MCP Servers for initial data handling, a Data Standardization &...

Published: 3/10/2026 | Updated: 3/10/2026 | Inventor(s): Joseph Fuller, Alex Schneider, Jake Bram

Keywords(s): Artificial Intelligence, Data Fusion, Software

Category(s): Data/AI, Software

PedSense: Smart Alert System for Pedestrian Safety

Description: PedSense integrates computer vision, radar, and acoustic sensors with deep learning algorithms to continuously monitor road and rail crossings, detect hazards, and forecast pedestrian and vehicle movements. It delivers multi-modal alerts via visual, audio, and haptic signals to protect pedestrians, including people with disabilities, while...

Published: 3/10/2026 | Updated: 3/10/2026 | Inventor(s): Subasish Das, Md Islam

Keywords(s): Smart Sensor Technology, Software, Transportation, Transportation Safety

Category(s): Transportation, Software

Uncertainty Estimation for Classification Algorithms through Confusion Matrix Analysis

Description: This technology improves upon traditional point estimates of model accuracy by implementing interval estimation techniques within Frequentist and Bayesian frameworks. Utilizing bootstrap and Monte Carlo sampling methods, it provides a robust measure of uncertainty for classification performance metrics, enhancing the reliability and interpretability...

Published: 12/16/2025 | Updated: 12/16/2025 | Inventor(s): Amir Liron, Francis Méndez Mediavilla

Keywords(s): Machine Learning, Software, Statistical Analysis

Category(s): Data/AI, Software