Publications

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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

In: 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

2016

Davide, Bacciu

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

In: 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

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

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

2009

JG, Lisboa Paulo; H, Jarman Ian; A, Etchells Terence; Davide, Bacciu; M, Garibaldi John

Model-based and model-free clustering: a case study of protein expression data for breast cancer Conference

PROCEEDINGS OF THE 2009 UK WORKSHOP ON COMPUTATIONAL INTELLIGENCE, 2009.

BibTeX | Tags: biomedical data, clustering, competitive repetition suppression learning, feature selection, neural networks, unsupervised learning

2008

Davide, Bacciu; Elia, Biganzoli; JG, Lisboa Paulo; Antonina, Starita

Unsupervised Breast Cancer Class Discovery: a Comparative Study on Model-based and Neural Clustering Incollection

In: pp. 13-26, KES Rapid Research Results Series, 2008.

BibTeX | Tags: biologically inspired learning, clustering, competitive repetition suppression learning, feature selection

Davide, Bacciu

A Perceptual Learning Model to Discover the Hierarchical Latent Structure of Image Collections PhD Thesis

2008.

Abstract | Links | BibTeX | Tags: biomedical data, clustering, competitive repetition suppression learning, feature selection, generative model, graphical models, image understanding, latent topic model, neural networks, statistics, unsupervised learning

Davide, BACCIU; Elia, BIGANZOLI; JG, LISBOA Paulo; Antonina, Starita

Are Model-based Clustering and Neural Clustering Consistent? A Case Study from Bioinformatics Conference

Proceedings of the 12th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems (KES'08), 5178 , Springer, 2008.

Abstract | Links | BibTeX | Tags: biomedical data, clustering, competitive repetition suppression learning, feature selection, 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

Davide, BACCIU; Alessio, MICHELI; Antonina, STARITA

Simultaneous clustering and feature ranking by competitive repetition suppression learning with application to gene data analysis Conference

Proceedings of the Third International Conference on Computational Intelligence in Medicine and Healthcare (CIMED 2007), 2007.

BibTeX | Tags: biomedical data, clustering, competitive repetition suppression learning, feature selection