Network for Distributed Intelligence: A Survey and Future Perspectives

C Campolo, A Iera, A Molinaro - IEEE Access, 2023 - ieeexplore.ieee.org
To keep pace with the explosive growth of Artificial Intelligence (AI) and Machine Learning
(ML)-dominated applications, distributed intelligence solutions are gaining momentum …

Enhancing performance and user engagement in everyday stress monitoring: A context-aware active reinforcement learning approach

SAH Aqajari, Z Wang, A Tazarv, S Labbaf… - arXiv preprint arXiv …, 2024 - arxiv.org
In today's fast-paced world, accurately monitoring stress levels is crucial. Sensor-based
stress monitoring systems often need large datasets for training effective models. However …

EA^ 2: Energy Efficient Adaptive Active Learning for Smart Wearables

H Alikhani, Z Wang, A Kanduri, P Liljeberg… - Proceedings of the 29th …, 2024 - dl.acm.org
Mobile Health (mHealth) applications rely on supervised Machine Learning (ML) algorithms,
requiring end-user-labeled data for the training phase. The gold standard for obtaining such …

SEAL: Sensing Efficient Active Learning on Wearables through Context-awareness

H Alikhani, Z Wang, A Kanduri… - … , Automation & Test …, 2024 - ieeexplore.ieee.org
In this paper, we introduce SEAL, a co-optimization framework designed to enhance both
sensing and querying strategies in wearable devices for mHealth applications. Employing …

ISCA: Intelligent Sense-Compute Adaptive Co-optimization of Multimodal Machine Learning Kernels for Resilient mHealth Services on Wearables

H Alikhani, A Kanduri, EK Naeini… - IEEE Design & …, 2024 - ieeexplore.ieee.org
mHealth services use multi-modal machine learning (MMML) models to process
physiological and contextual data for automated decision making. Run-time input data …

Robust, Personalized, and Context-Aware Affect Monitoring in Daily-Life

SAH Aqajari - 2024 - search.proquest.com
Affect, encompassing both emotions and moods, plays a vital role in shaping human
experience and behavior. Emotions are intense, short-lived reactions to specific stimuli …