Publications

Journal papers:

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)

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).

Gabriele Civitarese, Claudio Bettini, Riccardo Presotto, "CAVIAR: Context-driven Active and Incremental Activity Recognition". Knowledge-Based Systems, Elsevier, 2020. (DOI: 10.1016/j.knosys.2020.105816).

International Conferences:

Riccardo Presotto, Sannara EK Gabriele Civitarese, François Portet, Philippe Lalanda, Claudio Bettini, "Combining Public Human Activity Recognition Datasets to Mitigate Labeled Data Scarcity". In Proceedings of the 9th IEEE International Conference on Smart Computing (SMARTCOMP 2023) , 2023. To appear

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

Riccardo Presotto. "Semi-supervised methodologies to tackle the annotated data scarcity problem in the field of HAR." 2021 22nd IEEE International Conference on Mobile Data Management (MDM). IEEE, 2021.

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.

International workshops:

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, to appear

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.

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]

Technical reports:

Riccardo Presotto, Gabriele Civitarese, Claudio Bettini. "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.

Master Degree Thesis:

Riccardo Presotto: "Hybrid semantic and statistical incremental activity recognition ", University of Milan, 2019 - [PDF]

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