Actionable Interpretation of Machine Learning Models for Sequential Data: Dementia-related Agitation Use Case

no code implementations • 10 Sep 2020 • Nutta Homdee, John Lach

but also for humans to take action based on that result.

BIG-bench Machine Learning Time Series +1

Transfer Learning for Activity Recognition in Mobile Health

1 code implementation • 12 Jul 2020 • Yuchao Ma, Andrew T. Campbell, Diane J. Cook, John Lach, Shwetak N. Patel, Thomas Ploetz, Majid Sarrafzadeh, Donna Spruijt-Metz, Hassan Ghasemzadeh

While activity recognition from inertial sensors holds potential for mobile health, differences in sensing platforms and user movement patterns cause performance degradation.

Activity Recognition Transfer Learning

Enabling Smartphone-based Estimation of Heart Rate

no code implementations • 18 Dec 2019 • Nutta Homdee, Mehdi Boukhechba, Yixue W. Feng, Natalie Kramer, John Lach, Laura E. Barnes

The promising results provide preliminary evidence of the feasibility of combining smartphone sensor data with wearable sensor data for continuous heart rate monitoring.