22 citations · 29 across the 5 of their papers we have counts for
5 papers
Actionable Interpretation of Machine Learning Models for Sequential Data: Dementia-related Agitation Use Case
Nutta Homdee, John Lach
Machine learning has shown successes for complex learning problems in which data/parameters can be multidimensional and too complex for a first-principles based analysis. Some appl…
Transfer Learning for Activity Recognition in Mobile Health
Yuchao Ma, Andrew T. Campbell, Diane J. Cook +6
While activity recognition from inertial sensors holds potential for mobile health, differences in sensing platforms and user movement patterns cause performance degradation. Aimin…
MFED: A System for Monitoring Family Eating Dynamics
Md Abu Sayeed Mondol, Brooke Bell, Meiyi Ma +7
Obesity is a risk factor for many health issues, including heart disease, diabetes, osteoarthritis, and certain cancers. One of the primary behavioral causes, dietary intake, has p…
Wearable Respiration Monitoring: Interpretable Inference with Context and Sensor Biomarkers
Ridwan Alam, David B. Peden, John C. Lach
Breathing rate (BR), minute ventilation (VE), and other respiratory parameters are essential for real-time patient monitoring in many acute health conditions, such as asthma. The c…
Enabling Smartphone-based Estimation of Heart Rate
Nutta Homdee, Mehdi Boukhechba, Yixue W. Feng +3
Continuous, ubiquitous monitoring through wearable sensors has the potential to collect useful information about users' context. Heart rate is an important physiologic measure used…