Publications

Here you can find a consolidated (a.k.a. slowly updated) list of my publications. A frequently updated (and possibly noisy) list of works is available on my Google Scholar profile.

Please find below a short list of highlight publications for my recent activity.

Show all

 Communication-Efficient Ridge Regression in Federated Echo State Networks

Caro, Valerio De; Mauro, Antonio Di; Bacciu, Davide; Gallicchio, Claudio

Communication-Efficient Ridge Regression in Federated Echo State Networks Conference

Proceedings of the 31th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning , 2023.

BibTeX

Decentralized Plasticity in Reservoir Dynamical Networks for Pervasive Environments

Caro, Valerio De; Bacciu, Davide; Gallicchio, Claudio

Decentralized Plasticity in Reservoir Dynamical Networks for Pervasive Environments Workshop

Proceedings of the 2023 ICML Workshop on Localized Learning: Decentralized Model Updates via Non-Global Objectives , 2023.

Links | BibTeX

Prediction of Driver's Stress Affection in Simulated Autonomous Driving Scenarios

Caro, Valerio De; Danzinger, Herbert; Gallicchio, Claudio; Könczöl, Clemens; Lomonaco, Vincenzo; Marmpena, Mina; Marpena, Mina; Politi, Sevasti; Veledar, Omar; Bacciu, Davide

Prediction of Driver's Stress Affection in Simulated Autonomous Driving Scenarios Conference

Proceedings of 2023 IEEE International Conference on Acoustics, Speech and Signal Processing, 2023.

Abstract | BibTeX

Continual adaptation of federated reservoirs in pervasive environments

Caro, Valerio De; Gallicchio, Claudio; Bacciu, Davide

Continual adaptation of federated reservoirs in pervasive environments Journal Article

In: Neurocomputing, pp. 126638, 2023, ISSN: 0925-2312.

Abstract | Links | BibTeX

Federated Adaptation of Reservoirs via Intrinsic Plasticity

Caro, Valerio De; Gallicchio, Claudio; Bacciu, Davide

Federated Adaptation of Reservoirs via Intrinsic Plasticity Conference

Proceedings of the 30th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2022), 2022.

Abstract | Links | BibTeX

 Continual Learning with Echo State Networks

Cossu, Andrea; Bacciu, Davide; Carta, Antonio; Gallicchio, Claudio; Lomonaco, Vincenzo

Continual Learning with Echo State Networks Conference

Proceedings of the 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2021) , vol. 275-280, 2021.

Abstract | Links | BibTeX

Federated Reservoir Computing Neural Networks

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

Federated Reservoir Computing Neural Networks Conference

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

Abstract | Links | BibTeX

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

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

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

Proceedings of the 16th International Work Conference on Artificial Neural Networks (IWANN 2021), vol. 12862, Springer, 2021.

Abstract | Links | BibTeX

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

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

Abstract | Links | BibTeX

Augmenting Recurrent Neural Networks Resilience by Dropout

Bacciu, Davide; Crecchi, Francesco

Augmenting Recurrent Neural Networks Resilience by Dropout Journal Article

In: IEEE Transactions on Neural Networs and Learning Systems, 2019.

Abstract | Links | BibTeX

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

In: Neurocomputing, vol. 298, pp. 9-20, 2018.

Abstract | Links | BibTeX

Concentric ESN: Assessing the Effect of Modularity in Cycle Reservoirs

Davide, Bacciu; Andrea, Bongiorno

Concentric ESN: Assessing the Effect of Modularity in Cycle Reservoirs Conference

Proceedings of the 2018 International Joint Conference on Neural Networks (IJCNN 2018) , IEEE, 2018.

Links | BibTeX

A Learning System for Automatic Berg Balance Scale Score Estimation

Davide, Bacciu; Stefano, Chessa; Claudio, Gallicchio; Alessio, Micheli; Luca, Pedrelli; Erina, Ferro; Luigi, Fortunati; Davide, La Rosa; Filippo, Palumbo; Federico, Vozzi; Oberdan, Parodi

A Learning System for Automatic Berg Balance Scale Score Estimation Journal Article

In: Engineering Applications of Artificial Intelligence journal, vol. 66, pp. 60-74, 2017.

Abstract | Links | BibTeX

DropIn: Making Neural Networks Robust to Missing Inputs by Dropout

Davide, Bacciu; Francesco, Crecchi; Davide, Morelli

DropIn: Making Neural Networks Robust to Missing Inputs by Dropout Conference

Proceedings of the 2017 International Joint Conference on Neural Networks (IJCNN 2017) , IEEE, 2017, ISBN: 978-1-5090-6182-2.

Abstract | Links | BibTeX

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

Davide, Bacciu

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

In: Neural Computing and Applications, vol. 27, no. 5, pp. 1077-1091, 2016, ISSN: 1433-3058.

Abstract | Links | BibTeX

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), vol. 476, Advances in Intelligent Systems and Computing Springer, 2016, ISBN: 978-3-319-40113-3.

Abstract | Links | BibTeX

A reservoir activation kernel for trees

Davide, Bacciu; Claudio, Gallicchio; Alessio, Micheli

A reservoir activation kernel for trees Conference

Proceedings of the European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN'16), i6doc.com, 2016, ISBN: 978-287587027-.

Links | BibTeX

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

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

In: Engineering Applications of Artificial Intelligence, vol. 45, no. C, pp. 269–280, 2015, ISSN: 0952-1976.

Links | BibTeX

ESNigma: efficient feature selection for Echo State 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

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

In: Journal of Intelligent & Robotic Systems, vol. 80, no. 1, pp. 57-81, 2015, ISSN: 0921-0296.

Abstract | Links | BibTeX

An experimental characterization of reservoir computing in ambient assisted living applications

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

An experimental characterization of reservoir computing in ambient assisted living applications Journal Article

In: Neural Computing and Applications, vol. 24, no. 6, pp. 1451-1464, 2014, ISSN: 0941-0643.

Abstract | Links | BibTeX

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

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, vol. 19, Springer, 2013.

Links | BibTeX

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, vol. 219, Springer Verlag, 2013.

Links | BibTeX

Predicting User Movements in Heterogeneous Indoor Environments by Reservoir Computing

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