PASCAL - Pattern 
Analysis, Statistical Modelling and Computational Learning

PASCAL Network

Full NameGiorgio Valentini
TitleResearcher
SiteUniversità degli Studi di Milano
StatusResearcher

Research Interests
Computational, Information-Theoretic Learning with Statistics
Learning/Statistics & Optimisation
Theory & Algorithms
Publications

Number of records: 84.

A mathematical model for the validation of gene selection methods Marco Muselli, Alberto Bertoni, Marco Frasca, Alessandro Beghini, Francesca Ruffino and Giorgio Valentini Article Item availablity restricted. (2010)
A mathematical model for the validation of gene selection methods Marco Muselli, Alberto Bertoni, Marco Frasca, Alessandro Beghini, Francesca Ruffino and Giorgio Valentini Article Item availablity restricted. (2011)
A Novel Ensemble Technique for Protein Subcellular Location Prediction Alessandro Rozza, Gabriele Lombardi, Matteo Re, Elena Casiraghi, Giorgio Valentini and Paola Campadelli Book Section Item not available online. (2011)
An experimental comparison of Hierarchical Bayes and True Path Rule ensembles for protein function prediction Matteo Re and Giorgio Valentini Book Section Item availablity restricted. (2010)
Applications of Supervised and Unsupervised Ensemble Methods Book Item not available online. (2010)
Computational Intelligence and Machine Learning in Bioinformatics Giorgio Valentini, Roberto Tagliaferri and Francesco Masulli Article Item availablity restricted. (2009)
COSNet: a Cost Sensitive Neural Network for Semi-supervised Learning in Graphs Alberto Bertoni, Marco Frasca and Giorgio Valentini Book Section (2011)
Ensemble Clustering with a Fuzzy Approach R Avogadri and Giorgio Valentini Book Section (2008)
Ensembles in Machine Learning Applications Book Item not available online. (2011)
Exploring the link between bolstered classification error and dataset complexity for gene expression based cancer classification Oleg Okun, Giorgio Valentini and H. Priisalu Book Section (2009)
Genes prioritization with respect to Cancer Gene Modules using functional interaction network data Matteo Re and Giorgio Valentini Conference or Workshop Item (2011)
Hierarchical cost-sensitive algorithms for genome-wide gene function prediction Nicolò Cesa-Bianchi and Giorgio Valentini Article (2010)
Integration of heterogeneous data sources for gene function prediction using Decision Templates and ensembles of learning machines Matteo Re and Giorgio Valentini Article Item availablity restricted. (2010)
Prediction of gene function using ensembles of SVMs and heterogeneous data sources Matteo Re and Giorgio Valentini Book Section (2009)
Proceedings of the the Second Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA) Book (2008)
Unsupervised stability-based ensembles to discover reliable structures in complex bio-molecular data Alberto Bertoni and Giorgio Valentini Book Section Item availablity restricted. (2009)
XML-Based Approaches for the Integration of Heterogeneous Bio-Molecular Data Marco Mesiti, E. Jimenez-Ruiz, Ismael Sanz, R. Berlanga-Llavori, Paolo Perlasca, Giorgio Valentini and D. Manset Article (2009)
A cost-sensitive neural algorithm to predict gene functions using large biological networks Marco Frasca, Alberto Bertoni and Giorgio Valentini Conference or Workshop Item Item not available online. (2011)
A Fast Ranking Algorithm for Predicting Gene Functions in Biomolecular Networks Matteo Re, Marco Mesiti and Giorgio Valentini Article (December 2012)
A neural network algorithm for semi-supervised node label learning from unbalanced data Marco Frasca, Alberto Bertoni, Matteo Re and Giorgio Valentini Article (2013)
A Novel Approach to the Problem of Non-uniqueness of the Solution in Hierarchical Clustering Isabella Cattinelli, Giorgio Valentini, Eraldo Palesu and Alberto Borghese Article (2012)
A Novel Ensemble Approach for the Subcellular Localization of Proteins Alessandro Rozza, Gabriele Lombardi, Matteo Re, Elena Casiraghi, Giorgio Valentini and Paola Campadelli Conference or Workshop Item Item not available online. (2011)
A stability-based algorithm to validate hierarchical clusters of genes Roberto Avogadri, Matteo Brioschi, Fulvia Ferrazzi, Matteo Re, Alessandro Beghini and Giorgio Valentini Article (2009)
An algorithm to assess the reliability of hierarchical clusters in gene expression data R. Avogadri, M. Brioschi, F. Ruffino, F. Ferrazzi, A. Beghini and Giorgio Valentini Book Section (2008)
An efficient supervised method to integrate multiple biological networks Alberto Bertoni, Marco Frasca and Giorgio Valentini Conference or Workshop Item (2011)
An experimental bias-variance analysis of SVM ensembles based on resampling techniques Giorgio Valentini Article (December 2005)
An integrated algorithmic procedure for the assessment and discovery of clusters in DNA microarray data. Roberto Avogadri, Alberto Bertoni and Giorgio Valentini Conference or Workshop Item Item not available online. (2009)
Assessment of clusters reliability for high dimensional genomic data Alberto Bertoni, Raffaella Folgieri and Giorgio Valentini Conference or Workshop Item (March 2005)
Bio-molecular cancer prediction with random subspace ensembles of Support Vector Machines Alberto Bertoni, Raffaella Folgieri and Giorgio Valentini Article (2005)
Biological specifications for a synthetic gene expression data generation model Francesca Ruffino, Marco Muselli and Giorgio Valentini Book Section (April 2005)
Cancer module genes ranking using kernelized score functions Matteo Re and Giorgio Valentini Article (September 2012)
Classification of co-expressed genes from DNA regulatory regions Giulio Pavesi and Giorgio Valentini Article (2009)
Classification of co-expressed genes from DNA regulatory regions Giulio Pavesi and Giorgio Valentini Article Item availablity restricted. (2009)
Clusterv: a tool for assessing the reliability of clusters discovered in DNA microarray data Giorgio Valentini Article Item not available online. (2006)
Comparing early and late data fusion methods for gene function prediction Matteo Re and Giorgio Valentini Book Section Item not available online. (2009)
Comparison of early and late omics data integration for cancer modules gene ranking Matteo Re, Marco Mesiti and Giorgio Valentini Conference or Workshop Item (November 2012)
Computational Intelligence and Machine Learning in Bioinformatics Giorgio Valentini, Roberto Tagliaferri and Francesco Masulli Article Item not available online. (2009)
Data fusion based gene function prediction using ensemble methods. Matteo Re and Giorgio Valentini Conference or Workshop Item (2009)
Data Integration and Opportunities in Biological XML Data Management M. Mesiti, E. J. Ruiz, I. Sanz, R. Berlanga, Giorgio Valentini, P. Perlasca and D. Manset Book Section Item not available online. (2009)
Data Integration and Opportunities in Biological XML Data Management M. Mesiti, E.J. Ruiz, I. Sanz, R. Berlanga, Giorgio Valentini, P. Perlasca and D. Manset Book Section (2009)
Dataset Complexity Can Help to Generate Accurate Ensembles of K-Nearest Neighbors Oleg Okun and Giorgio Valentini Conference or Workshop Item (2008)
Discovering multi–level structures in bio-molecular data through the Bernstein inequality Alberto Bertoni and Giorgio Valentini Article (March 2008)
Drug repositioning through pharmacological spaces integration based on networks projections Matteo Re, Marco Mesiti and Giorgio Valentini Article (April 2012)
Ensemble based Data Fusion for Gene Function Prediction Matteo Re and Giorgio Valentini Article (2009)
Ensemble based Data Fusion for Gene Function Prediction Matteo Re and Giorgio Valentini Book Section Item availablity restricted. (2009)
Ensemble methods: a review Matteo Re and Giorgio Valentini Book Section (2011)
Ensembles based on random projections to improve the accuracy of clustering algorithms Alberto Bertoni and Giorgio Valentini Book Section (2006)
Evaluation of gene selection methods through artificial and real-world data concerning DNA microarray experiments Francesca Ruffino, Giorgio Valentini and Marco Muselli Conference or Workshop Item (March 2005)
Functional Inference in FunCat through the Combination of Hierarchical Ensembles with Data Fusion Methods Nicolò Cesa-Bianchi, Matteo Re and Giorgio Valentini Conference or Workshop Item (2010)
Fuzzy ensemble clustering based on random projections for DNA microarray data analysis Roberto Avogadri and Giorgio Valentini Article (November 2007)
Fuzzy ensemble clustering based on random projections for DNA microarray data analysis Roberto Avogadri and Giorgio Valentini Article (2009)
Fuzzy ensemble clustering based on random projections for DNA microarray data analysis Roberto Avogadri and Giorgio Valentini Article Item availablity restricted. (2009)
Fuzzy ensemble clustering for DNA microarray data analysis Roberto Avogadri and Giorgio Valentini Book Section (24 August 2007)
Gene expression modeling through positive Boolean functions Francesca Ruffino, Marco Muselli and Giorgio Valentini Article (September 2006)
Gene expression modelling through positive Boolean functions Francesca Ruffino, Marco Muselli and Giorgio Valentini Article (2008)
Genome-wide hierarchical classification of gene function. Nicolò Cesa-Bianchi and Giorgio Valentini Conference or Workshop Item Item not available online. (2009)
HCGene: a software tool to support the hierarchical classification of genes Giorgio Valentini and Nicolò Cesa-Bianchi Article Item not available online. (2008)
HCGene: a software tool to support the hierarchical classification of genes Giorgio Valentini and Nicolò Cesa-Bianchi Article Item not available online. (January 2008)
Identification of promoter regions in genomic sequences by 1-dimensional constraint clustering Alberto Bertoni, Matteo Re, Francesco Sacca and Giorgio Valentini Book Section Item not available online. (2011)
Learning functional linkage networks with a cost-sensitive approach Alberto Bertoni, Marco Frasca, Guliano Grossi and Giorgio Valentini Conference or Workshop Item (2011)
Lung nodules detection and classification Paola Campadelli, Elena Casiraghi and Giorgio Valentini Conference or Workshop Item (June 2005)
Model order selection for biomolecular data clustering Alberto Bertoni and Giorgio Valentini Article (2007)
Mosclust: a software library for discovering significant structures in bio-molecular data Giorgio Valentini Article Item not available online. (2007)
Motif Based Classification of Coregulated Genes G. Pavesi, Giorgio Valentini, G. Mauri, and G. Pesole Conference or Workshop Item (2006)
Noise tolerance of Multiple Classifier Systems in data integration-based gene function prediction Matteo Re and Giorgio Valentini Article (2010)
Performance of single sample predictors in defining breast cancer molecular subtypes M. Dugo, M. Callari, P. Miodini, V. Cappelletti, M.L. Carcangiu, R. Orlandi, Giorgio Valentini and MG Daidone Conference or Workshop Item Item not available online. (October 2011)
Predicting gene expression from heterogeneous data Matteo Re and Giorgio Valentini Conference or Workshop Item (2009)
Proceedings of the the Third Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA) Book (September 2010)
Random walking on functional interaction networks to rank genes involved in cancer Matteo Re and Giorgio Valentini Article (2012)
Randomized Embedding Cluster Ensembles for gene expression data analysis Alberto Bertoni and Giorgio Valentini Conference or Workshop Item (2007)
Regeneration-associated WNT signaling is activated in long-term reconstituting AC133bright acute myeloid leukemia cells Alessandro Beghini, Francesca Corlazzoli, Luca Del Giacco, Matteo Re, Francesca Lazzaroni, Matteo Brioschi, Giorgio Valentini, Fulvia Ferrazzi, Anna Ghilardi, Marco Righi, Mauro Turrini, Marco Mignardi, Clara Cesana, Vincenzo Bronte, Mats Nilsson, Enrica Morra and Roberto Cairoli Article (October 2012)
Regularized Network-Based Algorithm for Predicting Gene Functions with High-Imbalanced Data Marco Frasca, Alberto Bertoni and Giorgio Valentini Article (April 2012)
Simple ensemble methods are competitive with state-of-the-art data integration methods for gene function prediction Matteo Re and Giorgio Valentini Article (2010)
Supervised and Unsupervised Ensemble Methods and their Applications Book Item not available online. (2008)
Support Vector Machines for candidate nodules classification Paola Campadelli, Elena Casiraghi and Giorgio Valentini Article (October 2005)
Synergy of multi-label hierarchical ensembles, data fusion, and cost-sensitive methods for gene functional inference Nicolò Cesa-Bianchi, Matteo Re and Giorgio Valentini Article Item not available online. (2012)
Synergy of multi-label hierarchical ensembles, data fusion, and cost-sensitive methods for gene functional inference Matteo Re, Giorgio Valentini and Nicolò Cesa-Bianchi Article (July 2012)
True Path Rule Hierarchical Ensembles Giorgio Valentini Article (2009)
True Path Rule Hierarchical Ensembles Giorgio Valentini Book Section Item availablity restricted. (2009)
True Path Rule hierarchical ensembles for genome-wide gene function prediction Giorgio Valentini Article Item availablity restricted. (2010)
True Path Rule hierarchical ensembles for genome-wide gene function prediction Giorgio Valentini Article (May 2011)
Unsupervised stability-based ensembles to discover reliable structures in complex bio-molecular data Alberto Bertoni and Giorgio Valentini Book Section (2009)
Weighted True Path Rule: a multilabel hierarchical algorithm for gene function prediction Giorgio Valentini and Matteo Re Conference or Workshop Item (2009)
XML-based approaches for the integration of heterogeneous bio-molecular data M. Mesiti, E.J. Ruiz, R. Berlanga, Giorgio Valentini, P. Perlasca and D. Manset Conference or Workshop Item (2008)

This list was generated on Sun Dec 21 03:34:23 GMT 2014.