5 papers
Wearable Health Monitoring System for Older Adults in a Smart Home Environment
Rajdeep Kumar Nath, Himanshu Thapliyal
The advent of IoT has enabled the design of connected and integrated smart health monitoring systems. These smart health monitoring systems could be realized in a smart home contex…
Quantum Annealing for Automated Feature Selection in Stress Detection
Rajdeep Kumar Nath, Himanshu Thapliyal, Travis S. Humble
We present a novel methodology for automated feature subset selection from a pool of physiological signals using Quantum Annealing (QA). As a case study, we will investigate the ef…
Machine Learning Based Prediction of Future Stress Events in a Driving Scenario
Joseph Clark, Rajdeep Kumar Nath, Himanshu Thapliyal
This paper presents a model for predicting a driver's stress level up to one minute in advance. Successfully predicting future stress would allow stress mitigation to begin before…
Machine Learning Based Anxiety Detection in Older Adults using Wristband Sensors and Context Feature
Rajdeep Kumar Nath, Himanshu Thapliyal
This paper explores a novel method for anxiety detection in older adults using simple wristband sensors such as Electrodermal Activity (EDA) and Photoplethysmogram (PPG) and a cont…
A Review of Machine Learning Classification Using Quantum Annealing for Real-world Applications
Rajdeep Kumar Nath, Himanshu Thapliyal, Travis S. Humble
Optimizing the training of a machine learning pipeline helps in reducing training costs and improving model performance. One such optimizing strategy is quantum annealing, which is…