Incremental Real-Time Personalization in Human Activity Recognition Using Domain Adaptive Batch Normalization

Alan Mazankiewicz, Klemens Böhm, Mario Bergés
December 2020
DOI
Type
Journal article
Publication
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.
convolutional neural networks online domain adaptation transfer learning batch normalization incremental personalization human activity recognition online learning
Alan Mazankiewicz
Alan Mazankiewicz
Visiting Scholar

Alan is a visiting master student in the Civil and Environmental Engineering department at Carnegie Mellon University. During his stay he works on his master thesis which focuses on non-invasive human activity recognition in regular households using electric load monitoring and vibration measurements.

Mario Bergés
Mario Bergés
Professor of Civil and Environmental Engineering

My research interests vary, but generally gravitate towards the development of technologies to make our built enviornment and the communities in them more autonomous and efficient. Lately I am interested in developing responsible autonomous solutions for infrastructure systems.