Publications

Show all

2018

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 | Tags: hidden tree Markov model, kernel methods, structured data processing, tree kernel, tree structured data

2017

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 , 87 , pp. 52-66, 2017, ISSN: 2352-2208.

Abstract | Links | BibTeX | Tags: big data, bike sharing system, kernel methods, software engineering, support vector machine

2016

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 | Tags: Echo state networks, kernel methods, reservoir computing, structured data processing, tree kernel, tree structured data

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.

Links | BibTeX | Tags: big data, bike sharing system, kernel methods, software engineering, support vector machine

2015

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, 188 , Electronic Proceedings in Theoretical Computer Science (EPTCS) 2015.

Abstract | Links | BibTeX | Tags: big data, bike sharing system, kernel methods, software engineering, support vector machine

2014

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 | Tags: generative model, graphical models, hidden tree Markov model, kernel methods, structured data processing, tree kernel, tree structured data, tree transductions

Davide, Bacciu; Alessio, Micheli; Alessandro, Sperduti

Modeling Bi-directional Tree Contexts by Generative Transductions Conference

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

Abstract | Links | BibTeX | Tags: generative model, graphical models, hidden tree Markov model, kernel methods, tree kernel, tree structured data

2012

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, 7552 , Springer-Verlag, BERLIN HEIDELBERG, 2012.

Abstract | Links | BibTeX | Tags: generative model, graphical models, hidden tree Markov model, kernel methods, structured data processing, support vector machine, tree kernel, tree structured data

2011

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 | Tags: generative model, generative topographic mapping, graphical models, hidden tree Markov model, kernel methods, structured data processing, tree kernel, tree structured data

2009

Davide, Bacciu; Antonina, Starita

Expansive competitive learning for kernel vector quantization Journal Article

In: Pattern Recognition Letters, 30 (6), pp. 641–651, 2009, ISSN: 0167-8655.

Links | BibTeX | Tags: clustering, competitive repetition suppression learning, kernel methods, neural networks, statistics, unsupervised learning

2007

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 | Tags: biomedical data, clustering, competitive repetition suppression learning, feature selection, kernel methods, neural networks