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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)
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 |
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)
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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)
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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)
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|
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)
|
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COSNet: a Cost Sensitive Neural Network for Semi-supervised Learning in Graphs
Alberto Bertoni, Marco Frasca and Giorgio Valentini
Book Section
(2011)
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 |
Ensemble Clustering with a Fuzzy Approach
R Avogadri and Giorgio Valentini
Book Section
(2008)
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|
Ensembles in Machine Learning Applications
Book
Item not available online.
(2011)
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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)
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 |
Genes prioritization with respect to Cancer Gene Modules using functional interaction network data
Matteo Re and Giorgio Valentini
Conference or Workshop Item
(2011)
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 |
Hierarchical cost-sensitive algorithms for genome-wide gene function prediction
Nicolò Cesa-Bianchi and Giorgio Valentini
Article
(2010)
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 |
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)
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|
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)
|