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Balancing Between Privacy and Utility for Affect Recognition Using Multitask Learning in Differential Privacy-Added Federated Learning Settings: Quantitative Study.
JMIR Ment Health
December 2024
Faculty of Applied Computer Science, Augsburg University, Augsburg, Germany.
Background: The rise of wearable sensors marks a significant development in the era of affective computing. Their popularity is continuously increasing, and they have the potential to improve our understanding of human stress. A fundamental aspect within this domain is the ability to recognize perceived stress through these unobtrusive devices.
View Article and Find Full Text PDFHfO Memristor-Based Flexible Radio Frequency Switches.
ACS Nano
December 2024
Institute of Electronics, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan.
Flexible and wearable electronics are experiencing rapid growth due to the increasing demand for multifunctional, lightweight, and portable devices. However, the growing demands of interactive applications driven by the rise of AI reveal the inadequate connectivity of current connection technologies. In this work, we successfully leverage memristive technology to develop a flexible radio frequency (RF) switch, optimized for 6G-compatible communication systems and adaptable to flexible applications.
View Article and Find Full Text PDFPatient perspectives on the use of digital medical devices and health data for AI-driven personalised medicine in Parkinson's Disease.
Front Neurol
December 2024
Department of Precision Medicine, Luxembourg Institute of Health, Strassen, Luxembourg.
Introduction: Parkinson's Disease (PD) affects around 8.5 million people currently with numbers expected to rise to 12 million by 2040. PD is characterized by fluctuating motor and non-motor symptoms demanding accurate monitoring.
View Article and Find Full Text PDFRoom-Temperature Ammonia Sensing Using Polyaniline-Coated Laser-Induced Graphene.
Sensors (Basel)
December 2024
MINOS, School of Engineering, Universitat Rovira i Virgili, Avda. Països Catalans 26, 43007 Tarragona, Spain.
The reliable detection of ammonia at room temperature is crucial for not only maintaining environmental safety but also for reducing the risks of hazardous pollutants. In this study, the electrochemical modification of laser-induced graphene (LIG) with polyaniline (PANI) led to the development of a chemo-resistive nanocomposite (PANI@LIG) for detecting ammonia levels at room temperature. The composite is characterized by field emission scanning electron microscopy, Fourier transforms infrared, and Raman and X-ray photoelectron spectroscopy.
View Article and Find Full Text PDFPower analysis for personal light exposure measurements and interventions.
PLoS One
December 2024
Department Health and Sports Sciences, Technical University of Munich, TUM School of Medicine and Health, Chronobiology & Health, Munich, Germany.
Background: Light exposure regulates the human circadian system and more widely affects health, well-being, and performance. With the rise in field studies on light exposure's effects, the amount of data collected through wearable loggers and dosimeters has also grown. These data are more complex than stationary laboratory measurements.
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