Publications

Ph.D. Thesis

• 2005, December 31: "Learning Preference and Structured Data: Theory and Applications" [Abstract] [Table of Contents] [BibTeX] [Slides]

Journals

• 2007, February 5: Andrea Passerini, Claudia Andreini, Sauro Menchetti, Antonio Rosato and Paolo Frasconi, "Predicting Zinc Binding at the Proteome Level", BMC Bioinformatics. Volume 8, Issue 39. [BibTeX] [Software] [DOI]
• 2005, September: Sauro Menchetti, Fabrizio Costa, Paolo Frasconi and Massimiliano Pontil, "Wide Coverage Natural Language Processing using Kernel Methods and Neural Networks for Structured Data", Pattern Recognition Letters. Volume 26, Issue 12, September 2005, Pages 1896-1906. Special issue on Artificial Neural Networks in Pattern Recognition - Edited by Simone Marinai and Marco Gori [BibTeX] [DOI]

Proceedings

• 2006, April 2-5: Sauro Menchetti, Andrea Passerini, Paolo Frasconi, Claudia Andreini and Antonio Rosato, "Improving Prediction of Zinc Binding Sites by Modelling the Linkage between Residues Close in Sequence", In Proceedings of the Tenth Annual International Conference on Research in Computational Molecular Biology (RECOMB 2006), Venice, Italy, April 2-5, 2006 [BibTeX] [DOI]
• 2005, August 7-11: Sauro Menchetti, Fabrizio Costa and Paolo Frasconi, "Weighted Decomposition Kernels", In Proceedings of the 22^nd International Conference on Machine Learning (ICML 2005), Bonn, Germany, August 7-11, 2005 [BibTeX] [Software] [Online Proceedings] [DOI]
• 2005, March 17-19: Sauro Menchetti, Fabrizio Costa and Paolo Frasconi, "Weighted Decomposition Kernels for Protein Subcellular Localization", In Proceedings of BITS Annual Meeting 2005 (BITS 2005), Milan, Italy [BibTeX] [Online Abstract]
• 2003, September 12-13: Sauro Menchetti, Fabrizio Costa, Paolo Frasconi and Massimiliano Pontil, "Comparing Convolution Kernels and Recursive Neural Networks for Learning Preferences on Structured Data", In Proceedings of IAPR - TC3 International Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR 2003), Florence, Italy [BibTeX] [Online Proceedings]
• 1999, September 14-17: Sauro Menchetti and Andrea Fedeli, "Biological Sequences Alignment by Hidden Markov Models", In Proceedings of Sixth National Congress of Italian Association for Artificial Intelligence AI*IA 1999, Bologna

Technical Reports

• 2006, January: Sauro Menchetti, "On the Consistency of Preference Learning", Technical Report RT 1/2006, Dipartimento di Sistemi e Informatica (DSI), Università di Firenze, Italy - Submitted for Pubblication [BibTeX]

Workshops

• 2006, April 5-7: Fabrizio Costa, Sauro Menchetti, Alessio Ceroni, Andrea Passerini and Paolo Frasconi, "Decomposition Kernels for Natural Language Processing" In Learning Structured Information in Natural Language Applications Workshop, Trento, Italy, April 3, 2006, hosted in conjunction with the 11^th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2006), April 5-7, 2006 [BibTeX]
• 2002, December 9-14: Fabrizio Costa, Paolo Frasconi, Sauro Menchetti and Massimiliano Pontil, "Comparing Convolutional Kernels and Recursive Neural Networks on a Wide-Coverage Computational Analysis of Natural Language" In NIPS 2002 Workshop on Unreal Data: Principles of Modeling Nonvectorial Data (Invited), Advances in Neural Information Processing Systems 15 (NIPS 2002), December 9-14, 2002, Vancouver, British Columbia, Canada [BibTeX]

Talks

• 2003, September 12-13: Talk about "Comparing Convolution Kernels and Recursive Neural Networks for Learning Preferences on Structured Data" at IAPR - TC3 International Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR 2003), Florence, Italy

Book Parts

• 2007, October: Book Chapter entitled "Comparing Sequence Classification Algorithms for Protein Subcellular Localization" written by Fabrizio Costa, Sauro Menchetti and Paolo Frasconi in the book "Perspectives of Neural-Symbolic Integration (Springer, 2007)" edited by Barbara Hammer and Pascal Hitzler [BibTeX]
• 2002, November: Description of a Text Categorization Experiment in the book "Modeling the Internet and the Web: Probabilistic Methods and Algorithms (Wiley, 2003)" written by Prof. Pierre Baldi, Prof. Paolo Frasconi and Prof. Padhraic Smyth
• 2000, May - July: Proofreading of some chapters of the book "Architetture dei Calcolatori Elettronici (McGraw-Hill, 2001)" written by prof. Giacomo Bucci

M.Sc. Thesis

• 2001, April 20: "Extension of Naive Bayes Classifier for Text Categorization using Partial Labelled Data" [BibTeX]