67 citations · 142 across the 14 of their papers we have counts for
6 papers · 1 filter
Longitudinal Multimodal Sensing of Physical Activity and Well-Being in Older Adults
Flavio Di Martino, Mattia G. Campana, Marcello Magno +2
Wearable and mobile sensing technologies enable continuous monitoring of human behavior and health in real-world settings. However, predictive modeling in longitudinal multimodal d…
FedSub: Introducing Class-aware Subnetworks Fusion to Enhance Personalized Federated Learning
Mattia Giovanni Campana, Franca Delmastro
Personalized Federated Learning aims at addressing the challenges of non-IID data in collaborative model training. However, existing methods struggle to balance personalization and…
Lightweight Modeling of User Context Combining Physical and Virtual Sensor Data
Mattia Giovanni Campana, Dimitris Chatzopoulos, Franca Delmastro +1
The multitude of data generated by sensors available on users' mobile devices, combined with advances in machine learning techniques, support context-aware services in recognizing…
MyDigitalFootprint: an extensive context dataset for pervasive computing applications at the edge
Mattia Giovanni Campana, Franca Delmastro
The widespread diffusion of connected smart devices has contributed to the rapid expansion and evolution of the Internet at its edge. Personal mobile devices interact with other sm…
COMPASS: Unsupervised and Online Clustering of Complex Human Activities from Smartphone Sensors
Mattia Giovanni Campana, Franca Delmastro
Modern mobile devices are able to provide context-aware and personalized services to the users, by leveraging on their sensing capabilities to infer the activity and situation in w…
On-device modeling of user's social context and familiar places from smartphone-embedded sensor data
Mattia Giovanni Campana, Franca Delmastro
Context modeling and recognition represent complex tasks that allow mobile and ubiquitous computing applications to adapt to the user's situation. Current solutions mainly focus on…