Publications

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2021

Bacciu, Davide; Sarli, Daniele Di; Faraji, Pouria; Gallicchio, Claudio; Micheli, Alessio

Federated Reservoir Computing Neural Networks Conference Forthcoming

Proceedings of the International Joint Conference on Neural Networks (IJCNN 2021), IEEE, Forthcoming.

BibTeX | Tags: activity recognition, distributed learning, Echo state networks, federated learning, internet of things, pervasive computing, randomized networks, reservoir computing, Sequential data

Bacciu, Davide; Sarli, Daniele Di; Gallicchio, Claudio; Micheli, Alessio; Puccinelli, Niccolo

Benchmarking Reservoir and Recurrent Neural Networks for Human State and Activity Recognition Conference Forthcoming

Proceedings of the 16th International Work Conference on Artificial Neural Networks (IWANN 2021), Forthcoming.

BibTeX | Tags: activity recognition, Echo state networks, recurrent neural network, reservoir computing

2018

Randomized neural networks for preference learning with physiological data

Davide, Bacciu; Michele, Colombo; Davide, Morelli; David, Plans

Randomized neural networks for preference learning with physiological data Journal Article

Neurocomputing, 298 , pp. 9-20, 2018.

Abstract | Links | BibTeX | Tags: activity recognition, biomedical data, Echo state networks, preference learning, randomized networks, reservoir computing

2017

Filippo, Palumbo; Davide, La Rosa; Erina, Ferro; Davide, Bacciu; Claudio, Gallicchio; Alession, Micheli; Stefano, Chessa; Federico, Vozzi; Oberdan, Parodi

Reliability and human factors in Ambient Assisted Living environments: The DOREMI case study Journal Article

Journal of Reliable Intelligent Environments, 3 (3), pp. 139–157, 2017, ISBN: 2199-4668.

Abstract | Links | BibTeX | Tags: activity recognition, ambient assisted living, biomedical data, pervasive computing, reservoir computing

Davide, Bacciu; Michele, Colombo; Davide, Morelli; David, Plans

ELM Preference Learning for Physiological Data Conference

Proceedings of the European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN'17), i6doc.com, Louvain-la-Neuve, Belgium, 2017, ISBN: 978-2-875870384.

BibTeX | Tags: activity recognition, biomedical data, preference learning, randomized networks

2016

Davide, Bacciu; Stefano, Chessa; Erina, Ferro; Luigi, Fortunati; Claudio, Gallicchio; Davide, La Rosa; Miguel, Llorente; Alessio, Micheli; Filippo, Palumbo; Oberdan, Parodi; Andrea, Valenti; Federico, Vozzi

Detecting socialization events in ageing people: the experienze of the DOREMI project Conference

Proceedings of the IEEE 12th International Conference on Intelligent Environments (IE 2016), , IEEE, UK, London, 2016, ISSN: 2472-7571 .

Abstract | Links | BibTeX | Tags: activity recognition, ambient assisted living, pervasive computing, wireless sensor networks

Giuseppe, Amato; Davide, Bacciu; Stefano, Chessa; Mauro, Dragone; Claudio, Gallicchio; Claudio, Gennaro; Hector, Lozano; Alessio, Micheli; Arantxa, Renteria; Claudio, Vairo

A Benchmark Dataset for Human Activity Recognition and Ambient Assisted Living Conference

Proceedings of the 7th International Conference on Ambient Intelligence (ISAMI'16), 476 , Advances in Intelligent Systems and Computing Springer, 2016, ISBN: 978-3-319-40113-3.

Abstract | Links | BibTeX | Tags: activity recognition, ambient assisted living, cognitive robotics, Echo state networks, multivariate time-series, robotic ecology, structured data processing, wireless sensor networks

2015

Oberdan, Parodi; Federico, Vozzi; Erina, Ferro; Luigi, Fortunati; Alessio, Micheli; Claudio, Gallicchio; Davide, Bacciu; Stefano, Chessa; Antonio, Ascolese

Preventing cognitive decline, sedentariness and malnutrition: the DOREMI approach Presentation

29.10.2015, (Palermo, October 29-30, 2015).

BibTeX | Tags: activity recognition, ambient assisted living

Giuseppe, Amato; Davide, Bacciu; Mathias, Broxvall; Stefano, Chessa; Sonya, Coleman; Maurizio, Di Rocco; Mauro, Dragone; Claudio, Gallicchio; Claudio, Gennaro; Hector, Lozano; Martin, McGinnity T; Alessio, Micheli; AK, Ray; Arantxa, Renteria; Alessandro, Saffiotti; David, Swords; Claudio, Vairo; Philip, Vance

Robotic Ubiquitous Cognitive Ecology for Smart Homes Journal Article

Journal of Intelligent & Robotic Systems, 80 (1), pp. 57-81, 2015, ISSN: 0921-0296.

Abstract | Links | BibTeX | Tags: activity recognition, ambient assisted living, cognitive robotics, Echo state networks, multivariate time-series, networked robotics, pervasive computing, planning, reservoir computing, robotic ecology, structured data processing, wireless sensor networks

Davide, Bacciu; Stefano, Chessa; Claudio, Gallicchio; Alessio, Micheli; Erina, Ferro; Luigi, Fortunati; Filippo, Palumbo; Oberdan, Parodi; Federico, Vozzi; Sten, Hanke; Johannes, Kropf; Karl, Kreiner

Smart environments and context-awareness for lifestyle management in a healthy active ageing framework Conference

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 9273 , Springer Verlag, 2015.

Links | BibTeX | Tags: activity recognition, ambient assisted living, biomedical data, multivariate time-series, pervasive computing, wireless sensor networks

2012

Davide, BACCIU; Mathias, Broxvall; Sonya, Coleman; Mauro, Dragone; Claudio, Gallicchio; Claudio, Gennaro; Roberto, Guzman; Raul, Lopez; Hector, Lozano-Peiteado; AK, Ray; Arantxa, Renteria; Alessandro, Saffiotti; Claudio, Vairo

Self-Sustaining Learning for Robotic Ecologies Conference

Proceedings of the 1st International Conference on Sensor Networks, SENSORNETS 2012, 2012.

Abstract | BibTeX | Tags: activity recognition, ambient assisted living, cognitive robotics, planning, recurrent neural network, reservoir computing, robotic ecology, wireless sensor networks

2011

Davide, Bacciu; Claudio, Gallicchio; Alessio, Micheli; Paolo, Barsocchi; Stefano, Chessa

Predicting User Movements in Heterogeneous Indoor Environments by Reservoir Computing Conference

Proceedings of the IJCAI Workshop on Space, Time and Ambient Intelligence (STAMI), 2011.

Links | BibTeX | Tags: activity recognition, ambient assisted living, Echo state networks, indoor user movement forecasting, multivariate time-series, pervasive computing, recurrent neural network, reservoir computing, structured data processing, wireless sensor networks