Theory-inspired machine learning—towards a synergy between knowledge and data
Most engineering domains abound with models derived from first principles that have
beenproven to be effective for decades. These models are not only a valuable source of …
beenproven to be effective for decades. These models are not only a valuable source of …
CCAM: Cross-Channel Association Mining for Ubiquitous Sleep Staging
S Ma, Y Zhang, Y Liu, Y Chen, W Yang… - IEEE Internet of …, 2024 - ieeexplore.ieee.org
Accurate sleep staging is crucial for wearable sensor-based sleep monitoring and health
interventions. Polysomnography (PSG) signals, rich in information from multiple …
interventions. Polysomnography (PSG) signals, rich in information from multiple …
Exploring structure incentive domain adversarial learning for generalizable sleep stage classification
Sleep stage classification is crucial for sleep state monitoring and health interventions. In
accordance with the standards prescribed by the American Academy of Sleep Medicine, a …
accordance with the standards prescribed by the American Academy of Sleep Medicine, a …
A causality-inspired approach for anomaly detection in a water treatment testbed
Critical infrastructure, such as water treatment facilities, largely relies on the effective
functioning of industrial control systems (ICSs). Due to the wide adoption of high-speed …
functioning of industrial control systems (ICSs). Due to the wide adoption of high-speed …