Data Scarcity in Sensor-Based Human Activity Recognition
Gabriele Civitarese
Publications
Journal articles, conference papers, workshops, and theses.
Invited Keynotes (2)
Human Activity Recognition in Smart-Home Environments for Health-Care Applications
Gabriele Civitarese
Journal Articles (18)
Comparing Self-Supervised Learning Techniques for Wearable Human Activity Recognition
Sannara Ek, Riccardo Presotto, Gabriele Civitarese, Francois Portet, Philippe Lalanda, Claudio Bettini
Large Language Models are Zero-Shot Recognizers for Activities of Daily Living
Gabriele Civitarese, Michele Fiori, Priyankar Choudhary, Claudio Bettini
Leveraging Large Language Models for Explainable Activity Recognition in Smart Homes: A Critical Evaluation
Michele Fiori, Gabriele Civitarese, Priyankar Choudhary, Claudio Bettini
Multi-Subject Human Activities: A Survey of Recognition and Evaluation Methods Based on a Formal Framework
Luca Arrotta, Gabriele Civitarese, Xi Chen, Julien Cumin, Claudio Bettini
Semantic Loss: a New Neuro-Symbolic Approach for Context-Aware Human Activity Recognition
Luca Arrotta, Gabriele Civitarese, Claudio Bettini
Probabilistic Knowledge Infusion Through Symbolic Features for Context-Aware Activity Recognition
Luca Arrotta, Gabriele Civitarese, Claudio Bettini
Ultrasound Detection of Subquadricipital Recess Distension
Marco Colussi, Gabriele Civitarese, Dragan Ahmetovic, Claudio Bettini, Roberta Gualtierotti, Flora Peyvandi, Sergio Mascetti
DeXAR: Deep Explainable Sensor-Based Activity Recognition in Smart-Home Environments
Luca Arrotta, Gabriele Civitarese, Claudio Bettini
Federated Clustering and Semi-Supervised Learning: A New Partnership for Personalized Human Activity Recognition
Riccardo Presotto, Gabriele Civitarese, Claudio Bettini
MICAR: Multi-Inhabitant Context-Aware Activity Recognition in Home Environments
Luca Arrotta, Claudio Bettini, Gabriele Civitarese
Semi-Supervised and Personalized Federated Activity Recognition Based on Active Learning and Label Propagation
Riccardo Presotto, Gabriele Civitarese, Claudio Bettini
Collaborative Activity Recognition with Heterogeneous Activity Sets and Privacy Preferences
Gabriele Civitarese, Juan Ye, Matteo Zampatti, Claudio Bettini
CAVIAR: Context-Driven Active and Incremental Activity Recognition
Claudio Bettini, Gabriele Civitarese, Riccardo Presotto
ProCAVIAR: Hybrid Data-Driven and Probabilistic Knowledge-Based Activity Recognition
Claudio Bettini, Gabriele Civitarese, Davide Giancane, Riccardo Presotto
SmartWheels: Detecting Urban Features for Wheelchair Users' Navigation
Sergio Mascetti, Gabriele Civitarese, Omar El Malak, Claudio Bettini
POLARIS: Probabilistic and Ontological Activity Recognition in Smart-Homes
Gabriele Civitarese, Timo Sztyler, Daniele Riboni, Claudio Bettini, Heiner Stuckenschmidt
newNECTAR: Collaborative Active Learning for Knowledge-Based Probabilistic Activity Recognition
Gabriele Civitarese, Claudio Bettini, Timo Sztyler, Daniele Riboni, Heiner Stuckenschmidt
SmartFABER: Recognizing Fine-grained Abnormal Behaviors for Early Detection of Mild Cognitive Impairment
Daniele Riboni, Claudio Bettini, Gabriele Civitarese, Zaffar Haider Janjua, Rim Helaoui
International Conferences (13)
ContextGPT: Infusing LLMs Knowledge into Neuro-Symbolic Activity Recognition Models
Luca Arrotta, Claudio Bettini, Gabriele Civitarese, Michele Fiori
GNN-XAR: A Graph Neural Network for Explainable Activity Recognition in Smart Homes
Michele Fiori, Davide Mor, Gabriele Civitarese, Claudio Bettini
Combining Public Human Activity Recognition Datasets to Mitigate Labeled Data Scarcity
Riccardo Presotto, Sannara Ek, Gabriele Civitarese, Francois Portet, Philippe Lalanda, Claudio Bettini
SelfAct: Personalized Activity Recognition Based on Self-Supervised and Active Learning
Luca Arrotta, Gabriele Civitarese, Claudio Bettini
Explaining Human Activities Instances Using Deep Learning Classifiers
Luca Arrotta, Gabriele Civitarese, Michele Fiori, Claudio Bettini
FedCLAR: Federated Clustering for Personalized Sensor-Based Human Activity Recognition
Riccardo Presotto, Gabriele Civitarese, Claudio Bettini
Knowledge Infusion for Context-Aware Sensor-Based Human Activity Recognition
Luca Arrotta, Gabriele Civitarese, Claudio Bettini
The MARBLE Dataset: Multi-Inhabitant Activities of Daily Living Combining Wearable and Environmental Sensors Data
Luca Arrotta, Claudio Bettini, Gabriele Civitarese
Context-Aware Data Association for Multi-Inhabitant Sensor-Based Activity Recognition
Luca Arrotta, Claudio Bettini, Gabriele Civitarese, Riccardo Presotto
Automatic Detection of Urban Features from Wheelchair Users' Movements
Gabriele Civitarese, Sergio Mascetti, Alberto Butifar, Claudio Bettini
NECTAR: Knowledge-Based Collaborative Active Learning for Activity Recognition
Gabriele Civitarese, Claudio Bettini, Timo Sztyler, Daniele Riboni, Heiner Stuckenschmidt
Unsupervised Recognition of Interleaved Activities of Daily Living Through Ontological and Probabilistic Reasoning
Daniele Riboni, Timo Sztyler, Gabriele Civitarese, Heiner Stuckenschmidt
Fine-Grained Recognition of Abnormal Behaviors for Early Detection of Mild Cognitive Impairment
Daniele Riboni, Claudio Bettini, Gabriele Civitarese, Zaffar Haider Janjua, Rim Helaoui
Workshops (18)
Personal Data Protection in Smart Home Activity Monitoring for Digital Health: A Case Study
Claudio Bettini, Azin Moradbeikie, Gabriele Civitarese
Insights on the Development of PRACTICE, a Research-Oriented Healthcare Platform
Dragan Ahmetovic, Alessio Angileri, Sara Arcudi, Claudio Bettini, Gabriele Civitarese, Marco Colussi, Andrea Giachi, Roberta Gualtierotti, Sergio Mascetti, Matteo Manzoni, Flora Peyvandi, Aiman Solyan, Addolorata Truma
LoRIS: Weakly-Supervised Anomaly Detection for Ultrasound Images
Marco Colussi, Dragan Ahmetovic, Gabriele Civitarese, Claudio Bettini, Flora Peyvandi, Sergio Mascetti
Using Large Language Models to Compare Explainable Models for Smart Home Human Activity Recognition
Michele Fiori, Gabriele Civitarese, Claudio Bettini
DOMINO: A Dataset for Context-Aware Human Activity Recognition Using Mobile Devices
Luca Arrotta, Gabriele Civitarese, Riccardo Presotto, Claudio Bettini
GAJA: Guided Self-Acquisition of Joint Ultrasound Images
Marco Colussi, Sergio Mascetti, Dragan Ahmetovic, Gabriele Civitarese, Marco Cacciatori, Flora Peyvandi, Roberta Gualtierotti, Sara Arcudi, Claudio Bettini
Is Querying Users Acceptable for Human Activity Recognition Based on Active Learning?
Riccardo Presotto, Gabriele Civitarese, Claudio Bettini
Preliminary Results on Sensitive Data Leakage in Federated Human Activity Recognition
Riccardo Presotto, Gabriele Civitarese, Claudio Bettini
Explainable Activity Recognition over Interpretable Models
Claudio Bettini, Gabriele Civitarese, Michele Fiori
Towards Active Learning Interfaces for Multi-Inhabitant Activity Recognition
Claudio Bettini, Gabriele Civitarese
Hybrid Data-Driven and Context-Aware Activity Recognition with Mobile Devices
Gabriele Civitarese, Riccardo Presotto, Claudio Bettini
Modeling and Reasoning with ProbLog: An Application in Recognizing Complex Activities
Timo Sztyler, Gabriele Civitarese, Heiner Stuckenschmidt
Behavioral Monitoring in Smart-Home Environments for Health-Care Applications
Gabriele Civitarese
Monitoring Objects Manipulations to Detect Abnormal Behaviors
Gabriele Civitarese, Claudio Bettini
Analysis of Long-term Abnormal Behaviors for Early Detection of Cognitive Decline
Daniele Riboni, Gabriele Civitarese, Claudio Bettini
Let the Objects Tell What You Are Doing
Gabriele Civitarese, Stefano Belfiore, Claudio Bettini
Demonstration of the FABER System for Fine-grained Recognition of Abnormal Behaviors
Gabriele Civitarese, Zaffar Haider Janjua, Daniele Riboni, Claudio Bettini
From Lab to Life: Fine-grained Behavior Monitoring in the Elderly's Home
Daniele Riboni, Claudio Bettini, Gabriele Civitarese, Zaffar Haider Janjua, Viola Bulgari