Transfer learning in human activity recognition: A survey

SG Dhekane, T Ploetz - arXiv preprint arXiv:2401.10185, 2024 - arxiv.org
Sensor-based human activity recognition (HAR) has been an active research area, owing to
its applications in smart environments, assisted living, fitness, healthcare, etc. Recently …

[HTML][HTML] To Transfer or Not to Transfer and Why? Meta-Transfer Learning for Explainable and Controllable Cross-Individual Activity Recognition

Q Shen, S Teso, F Giunchiglia, H Xu - Electronics, 2023 - mdpi.com
Human activity recognition (HAR) plays a central role in ubiquitous computing applications
such as health monitoring. In the real world, it is impractical to perform reliably and …

Workload Estimation for Unknown Tasks: A Survey of Machine Learning Under Distribution Shift

JB Smith, JA Adams - arXiv preprint arXiv:2403.13318, 2024 - arxiv.org
Human-robot teams involve humans and robots collaborating to achieve tasks under various
environmental conditions. Successful teaming will require robots to adapt autonomously to a …