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.

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Generative Kernels for Tree-Structured Data

Davide, Bacciu; Alessio, Micheli; Alessandro, Sperduti

Generative Kernels for Tree-Structured Data Journal Article

In: Neural Networks and Learning Systems, IEEE Transactions on, 2018, ISSN: 2162-2388 .

Abstract | Links | BibTeX

Davide, Bacciu; Antonio, Carta; Stefania, Gnesi; Laura, Semini

An Experience in using Machine Learning for Short-term Predictions in Smart Transportation Systems Journal Article

In: Journal of Logical and Algebraic Methods in Programming , vol. 87, pp. 52-66, 2017, ISSN: 2352-2208.

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

Adopting a Machine Learning Approach in the Design of Smart Transportation Systems

Davide, Bacciu; Antonio, Carta; Stefania, Gnesi; Laura, Semini

Adopting a Machine Learning Approach in the Design of Smart Transportation Systems Online

van der Me, Rob; Shashaj, Ariona (Ed.): ERCIM News Magazine 2016, visited: 01.04.2016.

Links | BibTeX

Davide, Bacciu; Stefania, Gnesi; Laura, Semini

Using a Machine Learning Approach to Implement and Evaluate Product Line Features Conference

Proceedings 11th International Workshop on Automated Specification and Verification of Web Systems, WWV 2015, vol. 188, Electronic Proceedings in Theoretical Computer Science (EPTCS) 2015.

Abstract | Links | BibTeX

Integrating bi-directional contexts in a generative kernel for trees

Davide, Bacciu; Alessio, Micheli; Alessandro, Sperduti

Integrating bi-directional contexts in a generative kernel for trees Conference

Neural Networks (IJCNN), 2014 International Joint Conference on, IEEE, 2014.

Links | BibTeX

Davide, Bacciu; Alessio, Micheli; Alessandro, Sperduti

Modeling Bi-directional Tree Contexts by Generative Transductions Conference

Neural Information Processing, vol. 8834, Springer International Publishing, 2014.

Abstract | Links | BibTeX

A Generative Multiset Kernel for Structured Data

Davide, Bacciu; Alessio, Micheli; Alessandro, Sperduti

A Generative Multiset Kernel for Structured Data Conference

Artificial Neural Networks and Machine Learning - ICANN 2012 proceedings, Springer LNCS series, vol. 7552, Springer-Verlag, BERLIN HEIDELBERG, 2012.

Abstract | Links | BibTeX

Adaptive Tree Kernel by Multinomial Generative Topographic Mapping

Davide, Bacciu; Alessio, Micheli; Alessandro, Sperduti

Adaptive Tree Kernel by Multinomial Generative Topographic Mapping Conference

Proceedings of the International Joint Conference on Neural Networks, IEEE, Piscataway (NJ), 2011.

Links | BibTeX

Davide, Bacciu; Antonina, Starita

Expansive competitive learning for kernel vector quantization Journal Article

In: Pattern Recognition Letters, vol. 30, no. 6, pp. 641–651, 2009, ISSN: 0167-8655.

Links | BibTeX

Feature-wise Competitive Repetition Suppression Learning for Gene Data Clustering and Feature Ranking

Davide, Bacciu; Alessio, Micheli; Antonina, Starita

Feature-wise Competitive Repetition Suppression Learning for Gene Data Clustering and Feature Ranking Technical Report

Università di Pisa 2007.

Links | BibTeX