Invited keynote papers:

  • Gabriele Civitarese, "Data Scarcity in Sensor-Based Human Activity Recognition". Invited keynote at the 7th IEEE Workshop on Annotation of User Data for Ubiquitous Systems (ARDUOUS '23), 2023. IEEE Computer Society, 2023. (DOI: 10.1109/PerComWorkshops56833.2023.10150363).
  • Gabriele Civitarese, "Human Activity Recognition in Smart-Home Environments for Health-Care Applications". Invited keynote at the 15th IEEE Workshop on Context Modeling and Recognition (CoMoRea '19). IEEE Computer Society, 2019. (DOI: 10.1109/PERCOMW.2019.8730719).

Journals:

  • Luca Arrotta, Gabriele Civitarese, Claudio Bettini, "Semantic Loss: a new Neuro-Symbolic approach for Context-Aware Human Activity Recognition". Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2024. (DOI: 10.1145/3631407).
  • Luca Arrotta, Gabriele Civitarese, Claudio Bettini, "Probabilistic Knowledge Infusion through Symbolic Features for Context-Aware Activity Recognition". Pervasive and Mobile Computing, Elsevier, 2023. (DOI: 10.1016/j.pmcj.2023.101780).
  • Marco Colussi, Gabriele Civitarese, Dragan Ahmetovic, Claudio Bettini, Roberta Gualtierotti, Flora Peyvandi, Sergio Mascetti, "Ultrasound detection of subquadricipital recess distension". Intelligent Systems With Applications, Elsevier, 2023. (DOI: 10.1016/j.iswa.2023.200183).
  • Riccardo Presotto, Gabriele Civitarese, Claudio Bettini, "Federated Clustering and Semi-Supervised Learning: A New Partnership for Personalized Human Activity Recognition ". Pervasive and Mobile Computing, Elsevier, 2022. (DOI: 10.1016/j.pmcj.2022.101726).
  • Riccardo Presotto, Gabriele Civitarese, Claudio Bettini, "Semi-Supervised and Personalized Federated Activity Recognition Based on Active Learning and Label Propagation". Personal and Ubiquitous Computing, Springer, 2022. (DOI: 10.1007/s00779-022-01688-8).
  • Luca Arrotta, Gabriele Civitarese, Claudio Bettini, "DeXAR: Deep Explainable Sensor-Based Activity Recognition in Smart-Home Environments". Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2022. (DOI: 10.1145/3517224).
  • Luca Arrotta, Claudio Bettini, Gabriele Civitarese, "MICAR: Multi-Inhabitant Context-Aware Activity Recognition in Home Environments". Distributed and Parallel Database, Springer, 2022. (DOI: 10.1007/s10619-022-07403-z).
  • Gabriele Civitarese, Juan Ye, Matteo Zampatti, Claudio Bettini, "Collaborative Activity Recognition with Heterogeneous Activity Sets and Privacy Preferences". Journal of Ambient Intelligence and Smart Environments, IOS Press, 2021. (DOI: 10.3233/AIS-210018).
  • Claudio Bettini, Gabriele Civitarese, Davide Giancane, Riccardo Presotto, "ProCAVIAR: Hybrid Data-Driven and Probabilistic Knowledge-Based Activity Recognition". IEEE Access, IEEE, 2020. (DOI: 10.1109/ACCESS.2020.3015091).
  • Claudio Bettini, Gabriele Civitarese, Riccardo Presotto, "CAVIAR: Context-driven Active and Incremental Activity Recognition". Knowledge-Based Systems, Elsevier, 2020. (DOI: 10.1016/j.knosys.2020.105816).
  • Sergio Mascetti, Gabriele Civitarese, Omar El Malak, Claudio Bettini, "SmartWheels: Detecting Urban Features for Wheelchair Users' Navigation". Pervasive and Mobile Computing, Elsevier, 2020. (DOI: 10.1016/j.pmcj.2020.101115).
  • Gabriele Civitarese, Timo Sztyler, Daniele Riboni, Claudio Bettini, Heiner Stuckenschmidt, "POLARIS: Probabilistic and Ontological Activity Recognition in Smart-homes". IEEE Transactions on Knowledge and Data Engineering, 2019. (DOI: 10.1109/TKDE.2019.2930050).
  • Gabriele Civitarese, Claudio Bettini, Timo Sztyler, Daniele Riboni, Heiner Stuckenschmidt, "newNECTAR: Collaborative Active Learning for Knowledge-Based Probabilistic Activity Recognition". Pervasive and Mobile Computing, Elsevier, 2019. (DOI: 10.1016/j.pmcj.2019.04.006).
  • Daniele Riboni, Claudio Bettini, Gabriele Civitarese, Zaffar Haider Janjua, Rim Helaoui, "SmartFABER: Recognizing Fine-grained Abnormal Behaviors for Early Detection of Mild Cognitive Impairment". Artificial Intelligence in Medicine, Elsevier, 2016. (DOI: 10.1016/j.artmed.2015.12.001).

International conferences:

  • Luca Arrotta, Claudio Bettini, Gabriele Civitarese, Michele Fiori.  "ContextGPT: Infusing LLMs Knowledge into Neuro-Symbolic Activity Recognition Models". In 2024 IEEE International Conference on Smart Computing (SMARTCOMP), 2024. PDF.
  • Luca Arrotta, Gabriele Civitarese, Claudio Bettini. "SelfAct: Personalized Activity Recognition based on Self-Supervised and Active Learning ". In Proceedings of the 20th EAI International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services (Mobiquitous), EAI, 2023. PDF.
  • Riccardo Presotto, Sannara Ek, Gabriele Civitarese, François Portet, Philippe Lalanda, Claudio Bettini, "Combining Public Human Activity Recognition Datasets to Mitigate Labeled Data Scarcity". In 2023 IEEE International Conference on Smart Computing (SMARTCOMP), 2023. PDF.
  • Luca Arrotta, Gabriele Civitarese, Michele Fiori, Claudio Bettini, "Explaining Human Activities Instances Using Deep Learning Classifiers ". In 2022 IEEE International Conference on Data Science and Advanced Analytics (DSAA), 2022. PDF.
  • Luca Arrotta, Gabriele Civitarese, Claudio Bettini, "Knowledge Infusion for Context-Aware Sensor-Based Human Activity Recognition". In 2022 IEEE International Conference on Smart Computing (SMARTCOMP), 2022. PDF.
  • Riccardo Presotto, Gabriele Civitarese, Claudio Bettini, "FedCLAR: Federated Clustering for Personalized Sensor-Based Human Activity Recognition". In Proceedings of the 2022 IEEE International Conference on Pervasive Computing and Communications (PerCom), 2022. PDF.
  • Luca Arrotta, Claudio Bettini, Gabriele Civitarese, "The MARBLE dataset: Multi-Inhabitant Activities of Daily Living combining Wearable and Environmental Sensors Data". In Proceedings of the 18th EAI International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services (Mobiquitous), EAI, 2021. PDF.
  • Luca Arrotta, Claudio Bettini, Gabriele Civitarese, Riccardo Presotto, "Context-Aware Data Association for Multi-Inhabitant Sensor-Based Activity Recognition". In Proceedings. of the 21st International Conference on Mobile Data Management (MDM), IEEE Computer Society, 2020. PDF.
  • Gabriele Civitarese, Sergio Mascetti, Alberto Butifar, Claudio Bettini, "Automatic Detection of Urban Features from Wheelchair Users' Movements". In Proceedings of the 2019 IEEE International Conference on Pervasive Computing and Communications (PerCom), 2019. PDF.
  • Gabriele Civitarese, Claudio Bettini, Timo Sztyler, Daniele Riboni, Heiner Stuckenschmidt, "NECTAR: Knowledge-based Collaborative Active Learning for Activity Recognition". In Proceedings of the 2018 IEEE International Conference on Pervasive Computing and Communications (PerCom), 2018. PDF.
  • Daniele Riboni, Timo Sztyler, Gabriele Civitarese, Heiner Stuckenschmidt, "Unsupervised Recognition of Interleaved Activities of Daily Living through Ontological and Probabilistic Reasoning". UbiComp '16: Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2016. PDF.
  • Daniele Riboni, Claudio Bettini, Gabriele Civitarese, Zaffar Haider Janjua, Rim Helaoui, "Fine-grained Recognition of Abnormal Behaviors for Early Detection of Mild Cognitive Impairment". In Proceedings of the 2015 IEEE International Conference on Pervasive Computing and Communications (PerCom), pp. 149-154, Computer Society, 2015. PDF.

International workshops:

  • Michele Fiori, Gabriele Civitarese, Claudio Bettini. "Using Large Language Models to Compare Explainable Models for Smart Home Human Activity Recognition". Ubicomp '24: Companion of the 2024 ACM International Joint Conference on Pervasive and Ubiquitous Computing and the 2024 ACM International Symposium on Wearable Computing. PDF.
  • Marco Colussi, Dragan Ahmetovic, Gabriele Civitarese, Claudio Bettini, Aiman Solyman, Roberta Gualtierotti, Flora Peyvandi, Sergio Mascetti. "LoRIS - Weakly-supervised Anomaly Detection for Ultrasound Images". International Workshop on Advances in Simplifying Medical Ultrasound (ASMUS 2024 (MICCAI Workshop)), 2024. PDF.
  • 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.  "Insights on the development of PRACTICE, a research-oriented healthcare platform". In 2024 IEEE International Conference on Smart Computing (SMARTCOMP), 2024. PDF.
  • Marco Colussi, Sergio Mascetti, Dragan Ahmetovic, Gabriele Civitarese, Marco Cacciatori, Flora Peyvandi, Roberta Gualtierotti, Sara Arcudi, Claudio Bettini. "GAJA - Guided self-Acquisition of Joint ultrAsound images". International Workshop on Advances in Simplifying Medical Ultrasound (ASMUS 2023 (MICCAI Workshop)), 2023. PDF.
  • Luca Arrotta, Gabriele Civitarese, Riccardo Presotto, Claudio Bettini. "DOMINO: A Dataset for Context-Aware Human Activity Recognition using Mobile Devices". In Proceedings of the 24th International Conference on Mobile Data Management (MDM), IEEE Computer Society, 2023. PDF.
  • Riccardo Presotto, Gabriele Civitarese, Claudio Bettini. "Is Querying Users Acceptable for Human Activity Recognition Based on Active Learning?". In Proceedings of the 2023 IEEE International Conference on Pervasive Computing and Communications Workshops, 2023. PDF.
  • Riccardo Presotto, Gabriele Civitarese, Claudio Bettini. "Preliminary Results on Sensitive Data Leakage in Federated Human Activity Recognition". In Proceedings of the 2022 IEEE International Conference on Pervasive Computing and Communications Workshops, 2022. PDF.
  • Claudio Bettini, Gabriele Civitarese, Michele Fiori. "Explainable Activity Recognition over Interpretable Models". In Proceedings of the 2021 IEEE International Conference on Pervasive Computing and Communications Workshops, 2021. PDF.
  • Claudio Bettini, Gabriele Civitarese. "Towards Active Learning Interfaces for Multi-Inhabitant Activity Recognition". In Proceedings of the 2020 IEEE International Conference on Pervasive Computing and Communications Workshops, 2020. PDF.
  • Gabriele Civitarese, Riccardo Presotto, Claudio Bettini. "Hybrid Data-Driven and Context-Aware Activity Recognition with Mobile Devices". Adjunct Proceedings of the 2019 ACM International Joint Conference on Pervasive and Ubiquitous Computing and the 2019 International Symposium on Wearable Computers (UbiComp/ISWC '19 Adjunct), 2019. PDF.
  • Timo Sztyler, Gabriele Civitarese, Heiner Stuckenschmidt.  "Modeling and Reasoning with ProbLog: An Application in Recognizing Complex Activities". In Proceedings of the 2018 IEEE International Conference on Pervasive Computing and Communications Workshops, 2018. PDF.
  • Gabriele Civitarese. "Behavioral Monitoring in Smart-Home Environments for Health-Care Applications". In Proceedings of the 2017 IEEE International Conference on Pervasive Computing and Communications Workshops, 2017. PDF.
  • Gabriele Civitarese, Claudio Bettini. "Monitoring Objects Manipulations to Detect Abnormal Behaviors". In Proceedings of the 2017 IEEE International Conference on Pervasive Computing and Communications Workshops, 2017. PDF.
  • Gabriele Civitarese, Stefano Belfiore, Claudio Bettini. "Let the objects tell what you are doing". UbiComp '16: Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct, 2016. PDF.
  • Daniele Riboni, Gabriele Civitarese, Claudio Bettini. "Analysis of Long-term Abnormal Behaviors for Early Detection of Cognitive Decline". In Proceedings of the IEEE International Conference on Pervasive Computing and Communications Workshops (PASTA2016: Workshop on PervAsive Technologies and care systems for sustainable Aging-in-place), IEEE, 2016. PDF.
  • Daniele Riboni, Claudio Bettini, Gabriele Civitarese, Zaffar Haider Janjua, Viola Bulgari. "From Lab to Life: Fine-grained Behavior Monitoring in the Elderly's Home". In Proceedings of the 2015 IEEE International Conference on Pervasive Computing and Communications Workshops, pp. 344-349. IEEE Computer Society, 2015. PDF.
  • Gabriele Civitarese, Zaffar Haider Janjua, Daniele Riboni, Claudio Bettini, "Demonstration of the FABER System for Fine-grained Recognition of Abnormal Behaviors". In Proceedings of the 2015 IEEE International Conference on Pervasive Computing and Communications Workshops, pp. 199-201. IEEE Computer Society, 2015. PDF.

Technical reports:

  • Gabriele Civitarese, Michele Fiori, Priyankar Choudhary, Claudio Bettini. "Large Language Models are Zero-Shot Recognizers for Activities of Daily Living ". arXiv preprint arXiv:2407.01238, 2024. PDF.
  • Sannara Ek, Riccardo Presotto, Gabriele Civitarese, François Portet, Philippe Lalanda, Claudio Bettini. "Comparing Self-Supervised Learning Techniques for Wearable Human Activity Recognition ". arXiv preprint arXiv:2404.15331, 2024. PDF.
  • Riccardo Presotto, Sannara Ek, François Portet, Philippe Lalanda, Gabriele Civitarese, Claudio Bettini. "Combining Public Human Activity Recognition Datasets to Mitigate Labeled Data Scarcity ". arXiv preprint arXiv:2306.13735, 2023. PDF.
  • Luca Arrotta, Gabriele Civitarese, Samuele Valente, Claudio Bettini. "Neuro-Symbolic Approaches for Context-Aware Human Activity Recognition ". arXiv preprint arXiv:2306.05058, 2023. PDF.
  • Luca Arrotta, Gabriele Civitarese, Claudio Bettini. "SelfAct: Personalized Activity Recognition based on Self-Supervised and Active Learning ". arXiv preprint arXiv:2304.09530, 2023. PDF.
  • Marco Colussi, Gabriele Civitarese, Dragan Ahmetovic, Claudio Bettini, Roberta Gualtierotti, Flora Peyvandi, Sergio Mascetti, "Ultrasound detection of subquadricipital recess distension". arXiv preprint arXiv:2211.12089, 2022. PDF.
  • Claudio Bettini, Gabriele Civitarese, Riccardo Presotto. "Personalized Semi-Supervised Federated Learning for Human Activity Recognition ". arXiv preprint arXiv:2104.08094, 2021. PDF.
  • Gabriele Civitarese, Riccardo Presotto, Claudio Bettini. "Context-driven Active and Incremental Activity Recognition ". arXiv preprint arXiv:1906.03033, 2019. PDF.
  • Daniele Riboni, Claudio Bettini, Gabriele Civitarese, Zaffar Haider Janjua, Rim Helaoui. "Extended Report: Fine-grained Recognition of Abnormal Behaviors for Early Detection of Mild Cognitive Impairment ". arXiv preprint arXiv:1501.05581, 2015. PDF.

Ph.D. Thesis:

  • Gabriele Civitarese, "Human Activity Recognition in Smart-Home Environments for Health-Care Applications",  University of Milan, 2018. PDF.

Master Degree Thesis:

  • Gabriele Civitarese, "Riconoscimento e valutazione della qualità di esecuzione delle attività quotidiane per applicazioni di healthcare",  University of Milan, 2014. PDF. (Italian only)