Publications

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2021

Lanciano, Giacomo; Galli, Filippo; Cucinotta, Tommaso; Bacciu, Davide; Passarella, Andrea

Predictive Auto-scaling with OpenStack Monasca Conference Forthcoming

Proceedings of the 14th IEEE/ACM International Conference on Utility and Cloud Computing (UCC 2021), Forthcoming.

BibTeX | Tags: cloud computing, pervasive computing, recurrent neural network, Sequential data

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

2019

Davide, Bacciu; Maurizio, Di Rocco; Mauro, Dragone; Claudio, Gallicchio; Alessio, Micheli; Alessandro, Saffiotti

An Ambient Intelligence Approach for Learning in Smart Robotic Environments Journal Article

Computational Intelligence, 2019, (Early View (Online Version of Record before inclusion in an issue) ).

Abstract | Links | BibTeX | Tags: ambient assisted living, Echo state networks, feature selection, multivariate time-series, pervasive computing, planning, recurrent neural network, reservoir computing, robotic ecology, wireless sensor networks

2017

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

On the Need of Machine Learning as a Service for the Internet of Things Conference

To appear in the Proc. of the International Conference on Internet of Things and Machine Learning (IML 2017), International Conference Proceedings Series (ICPS) ACM, 2017, ISBN: 978-1-4503-5243-7.

BibTeX | Tags: internet of things, pervasive computing, reservoir computing

Internet of Robotic Things - Converging Sensing/Actuating, Hyperconnectivity, Artificial Intelligence and IoT Platforms

Ovidiu, Vermesan; Arne, Broring; Elias, Tragos; Martin, Serrano; Davide, Bacciu; Stefano, Chessa; Claudio, Gallicchio; Alessio, Micheli; Mauro, Dragone; Alessandro, Saffiotti; Pieter, Simoens; Filippo, Cavallo; Roy, Bahr

Internet of Robotic Things - Converging Sensing/Actuating, Hyperconnectivity, Artificial Intelligence and IoT Platforms Book Chapter

Vermesan, Ovidiu; Bacquet, Joel (Ed.): Cognitive Hyperconnected Digital Transformation: Internet of Things Intelligence Evolution, Chapter 4, pp. 97-155, River Publishers, 2017, ISBN: 9788793609105.

Links | BibTeX | Tags: internet of things, pervasive computing, reservoir computing |

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

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

Davide, Bacciu

Unsupervised feature selection for sensor time-series in pervasive computing applications Journal Article

Neural Computing and Applications, 27 (5), pp. 1077-1091, 2016, ISSN: 1433-3058.

Abstract | Links | BibTeX | Tags: ambient assisted living, Echo state networks, feature selection, multivariate time-series, pervasive computing, structured data processing, wireless sensor networks

2015

Mauro, Dragone; Giuseppe, Amato; Davide, Bacciu; Stefano, Chessa; Sonya, Coleman; Maurizio, Di Rocco; Claudio, Gallicchio; Claudio, Gennaro; Hector, Lozano; Liam, Maguire; Martin, McGinnity; Alessio, Micheli; M.P., O'Hare Gregory; Arantxa, Renteria; Alessandro, Saffiotti; Claudio, Vairo; Philip, Vance

A Cognitive Robotic Ecology Approach to Self-configuring and Evolving AAL Systems Journal Article

Engineering Applications of Artificial Intelligence, 45 (C), pp. 269–280, 2015, ISSN: 0952-1976.

Links | BibTeX | Tags: ambient assisted living, cognitive robotics, Echo state networks, multivariate time-series, pervasive computing, planning, reservoir computing, robotic ecology, wireless sensor networks

Davide, Bacciu; Filippo, Benedetti; Alessio, Micheli

ESNigma: efficient feature selection for Echo State Networks Conference

Proceedings of the 23rd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN'15), i6doc.com publ., 2015.

Abstract | Links | BibTeX | Tags: Echo state networks, feature selection, multivariate time-series, pervasive computing, reservoir computing, structured data processing, wireless sensor networks

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

2014

Davide, Bacciu

An Iterative Feature Filter for Sensor Timeseries in Pervasive Computing Applications Conference

Communications in Computer and Information ScienceEngineering Applications of Neural Networks, 459 , Springer International Publishing, 2014.

Abstract | Links | BibTeX | Tags: ambient assisted living, feature selection, multivariate time-series, pervasive computing, structured data processing, unsupervised learning, wireless sensor networks

Davide, Bacciu; Claudio, Gallicchio; Alessio, Micheli; Maurizio, Di Rocco; Alessandro, Saffiotti

Learning context-aware mobile robot navigation in home environments Conference

Proceedings of the 5th International Conference on Information, Intelligence, Systems and Applications (IISA 2014), IEEE, 2014, ISBN: 9781479961702.

Abstract | Links | BibTeX | Tags: ambient assisted living, Echo state networks, feature selection, multivariate time-series, pervasive computing, planning, recurrent neural network, reservoir computing, robotic ecology, wireless sensor networks

2013

Davide, Bacciu; Stefano, CHESSA; Claudio, Gallicchio; Alessio, MICHELI; Paolo, Barsocchi

An Experimental Evaluation of Reservoir Computation for Ambient Assisted Living Conference

Neural Nets and Surroundings - 22nd Italian Workshop on Neural Nets, 19 , Springer, 2013.

Links | BibTeX | Tags: Echo state networks, indoor user movement forecasting, pervasive computing, recurrent neural network, reservoir computing, structured data processing, wireless sensor networks

Davide, Bacciu; Claudio, Gallicchio; Alessandro, Lenzi; Stefano, Chessa; Alessio, Micheli; Susanna, Pelagatti; Claudio, Vairo

Distributed Neural Computation over WSN in Ambient Intelligence Conference

Advances in Intelligent Systems and Computing - Ambient Intelligence - Software and Applications, 219 , Springer Verlag, 2013.

Links | BibTeX | Tags: ambient assisted living, Echo state networks, multivariate time-series, pervasive computing, reservoir computing, wireless sensor networks

2012

Davide, Bacciu; Stefano, Chessa; Claudio, Gallicchio; Alessandro, Lenzi; Alessio, Micheli; Susanna, Pelagatti

A General Purpose Distributed Learning Model for Robotic Ecologies Conference

Robot Control - 10th IFAC Symposium on Robot Control, 10 , ELSEVIER SCIENCE BV, 2012.

Abstract | Links | BibTeX | Tags: distributed learning, multivariate time-series, pervasive computing, recurrent neural network, reservoir computing, robotic ecology, wireless sensor networks

Same, Abdel-Naby; Giuseppe, Amato; Davide, Bacciu; Mathias, Broxvall; Stefano, Chessa; Sonya, Coleman; Maurizio, Di Rocco; Mauro, Dragone; Claudio, Gallicchio; Claudio, Gennaro; Roberto, Guzman; Raul, Lopez; Hector, Lozano; Liam, Maguire; Martin, McGinnity T; Alessio, Micheli; MP, O'Hare Greg; Federico, Pecora; AK, Ray; Arantxa, Renteria; Alessandro, Saffiotti; David, Swords; Claudio, Vairo

Robotic UBIquitous COgnitive Networks Presentation

01.01.2012.

BibTeX | Tags: cognitive robotics, pervasive computing, planning, robotic ecology

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