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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 | Inventor(s): Amir Liron, Francis Méndez Mediavilla

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

Category(s): Data/AI, Software

EduPath AI

Description: EduPath AI assists university students in navigating their academic programs efficiently by creating customized semester-by-semester course plans. It considers career aspirations, prior courses completed, graduation timelines, and university-specific program prerequisites and scheduling constraints. The tool automates routine academic...

Published: 11/13/2025 | Inventor(s): Emily Zhu

Keywords(s): Artificial Intelligence, Educational Technology

Category(s): Data/AI, Software

SafeSpace Pro

Description: SafeSpace Pro combines key design principles such as wayfinding, memory aids, lighting, and flooring assessments into a single platform to evaluate and improve environments for independent living, especially for individuals with dementia or Alzheimer’s. By providing actionable feedback and AI-powered recommendations, it helps mitigate...

Published: 11/24/2025 | Inventor(s): Mohamad Adi, Mais Aljunaidy

Keywords(s): Dementia Care Technology, Healthcare, Healthcare Technology

Category(s): Data/AI, Software, Life Science

Emotion Identification Experience App

Description: The Emotion Identification Experience App leverages advanced artificial intelligence algorithms to recognize and analyze emotions expressed by users through facial expressions, voice tone, and textual inputs. This technology enhances user engagement by providing personalized feedback and adaptive experiences based on real-time emotional...

Published: 11/24/2025 | Inventor(s): Maria Resendiz, Damián Valles Molina, Md Inzamam Ul Haque, Rezwan Matin, Tamima Rashid

Keywords(s): Artificial Intelligence, Human-Computer Interaction

Category(s): Data/AI, Software

SafeR: the Safest Routing Tool

Description: SafeR is a pioneering technology designed to integrate safe route-finding into road navigation systems by considering not just the fastest, but the safest routes. By synthesizing existing research and addressing gaps, SafeR utilizes multi-source real-time data to provide safety-based probability scores for different routes, enhancing overall...

Published: 11/11/2025 | Inventor(s): Subasish Das, David Mills

Keywords(s): Commute, Routes, Safety, Transportation

Category(s): Transportation, Data/AI, Software

Diverse Emotion Portrayal Database

Description: The Diverse Emotion Portrayal Database is a comprehensive collection featuring 208 participants demonstrating the seven universal emotions (happy, sad, angry, disgust, surprised, fear, neutral) across diverse backgrounds. This database includes short video clips, each meticulously labeled to reflect a consensus on the portrayed emotion,...

Published: 11/11/2025 | Inventor(s): Maria Resendiz, Damián Valles Molina

Keywords(s): Emotion Database, Emotion Expression

Category(s): Data/AI, Software

Holistic Grow: A fully autonomous farming growth control and maintenance system

Description: Holistic Grow is a cutting-edge technology inspired by the human body, designed to support plant growth through a comprehensive, multi-station system. It leverages real-time sampling, computing, and a unified decision-making unit to precisely cater to every plant's needs for optimal growth and flavor. This system incorporates four...

Published: 11/11/2025 | Inventor(s): Bahram Asiabanpour

Keywords(s): Automated Farming, Industry 4.0 in Farming, Plant Phenotype

Category(s): Agriculture, Data/AI, Software

NETFIO-MS(Network-Based Functional Imaging Output for Evaluating Multiple Sclerosis)

Description: NETFIO-MS is an innovative medical image analysis tool designed for use with resting-state functional MRI (rsfMRI) to quantitatively assess functional network-based disease burden in MS patients. By focusing on the functional network properties related to neurodegeneration, NETFIO-MS offers a novel approach to the early and accurate diagnosis...

Published: 11/11/2025 | Inventor(s): Larry Price

Keywords(s): Atrophy-Based Functional Network, Expanded Disability, Network Degeneration Hypothesis

Category(s): Life Science, Software, Data/AI

A Comprehensive Multi-criteria Multi-objective Economic Analysis Tool for the Vertical Farming and Similar Businesses

Description: This technology offers a methodical approach for assessing the feasibility of growing various crops by evaluating multiple risk factors. By analyzing these factors, it tailors the agricultural strategies to optimize the chances of successful cultivation. Incorporating a decision support system, the technology aids in making informed decisions...

Published: 11/11/2025 | Inventor(s): Bahram Asiabanpour, Faraz Moghimi

Keywords(s): Agricultural Software, Vertical Farming

Category(s): Agriculture, Data/AI, Software

Person Identification via Ocular Biometrics

Description: This cutting-edge technology assesses a person's identity using a combination of internal non-visible anatomical structures of the eye, brain performance through Complex Eye Movement (CEM) patterns, iris patterns, and periocular information. It includes methods to verify life signs through eye movement analysis, enhancing security...

Published: 11/11/2025 | Inventor(s): Oleg Komogortsev

Keywords(s): Biometrics, Eye Characteristics, Healthcare Patient Identification

Category(s): Software, Engineering

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