Domain adaptation methods for lab-to-field human context recognition

A Alajaji, W Gerych, L Buquicchio, K Chandrasekaran… - Sensors, 2023 - mdpi.com
Human context recognition (HCR) using sensor data is a crucial task in Context-Aware (CA)
applications in domains such as healthcare and security. Supervised machine learning HCR …

Gan for generating user-specific human activity data from an incomplete training corpus

W Gerych, H Kim, J DeOliveira… - … Conference on Big …, 2021 - ieeexplore.ieee.org
Human activity recognition (HAR), the task of predicting the activities performed by an
individual using mobile sensor data, is an active and important area of research …

Adversarial Human Context Recognition: Evasion Attacks and Defenses

A Alajaji, W Gerych, K Chandrasekaran… - 2023 IEEE 47th …, 2023 - ieeexplore.ieee.org
Human Context Recognition (HCR) from smartphone sensor data is a crucial task for
Context-Aware (CA) systems, such as those targeting the healthcare and security domains …

Triplet-based Domain Adaptation (Triple-DARE) for Lab-to-field Human Context Recognition

A Alajaji, W Gerych, K Chandrasekaran… - … and other Affiliated …, 2022 - ieeexplore.ieee.org
Human Context Recognition (HCR) from smart-phone sensor data is an essential task in
Context-Aware (CA) systems including those targeting healthcare and security. Two types of …

Integrative Model for Biomarker Identification of Cognitive Learning Barriers in ASD

N Hasan, MJ Nene - … Conference on Innovations and Advances in …, 2024 - Springer
This study proposes a model for identifying biomarkers that impede the conventional
learning capability in children with Autism Spectrum Disorder (ASD). Through the analysis of …

[PDF][PDF] Working With What You've Got: Leveraging Mislabeled Datasets And Improving Imperfect Pretrained Models

W Gerych - 2023 - digital.wpi.edu
Resources such as OpenML and HuggingFace have made large datasets and powerful
pretrained models more accessible than ever for deep learning practitioners and …

Few-Shot Classification for Human Context Recognition Using Smartphone Data Traces

L Buquicchio, W Gerych, A Alajaji… - 2021 20th IEEE …, 2021 - ieeexplore.ieee.org
Human Context Recognition (HCR) is an important field at the intersection of personalized
healthcare and ubiquitous computing that aims to describe the current state of a person …