Giorgio Valentini
Giorgio Valentini
Computer Science Dept. - University of Milan
Bestätigte E-Mail-Adresse bei di.unimi.it - Startseite
Titel
Zitiert von
Zitiert von
Jahr
Ensembles of learning machines
G Valentini, F Masulli
Italian workshop on neural nets, 3-20, 2002
4022002
Bias-variance analysis of support vector machines for the development of SVM-based ensemble methods
G Valentini, TG Dietterich
Journal of Machine Learning Research 5 (Jul), 725-775, 2004
3152004
An expanded evaluation of protein function prediction methods shows an improvement in accuracy
Y Jiang, TR Oron, ..., G Valentini, ..., I Friedberg, P Radivojac
Genome Biology 17 (184), 2016
2772016
A Whole-Genome Analysis Framework for Effective Identification of Pathogenic Regulatory Variants in Mendelian Disease
D Smedley, M Schubach, JOB Jacobsen, S Köhler, T Zemojtel, ...
American Journal of Human Genetics 99 (3), 595-606, 2016
1502016
True Path Rule hierarchical ensembles for genome-wide gene function prediction
G Valentini
Computational Biology and Bioinformatics, IEEE/ACM Transactions on 8 (3 …, 2011
1312011
Cancer recognition with bagged ensembles of support vector machines
G Valentini, M Muselli, F Ruffino
Neurocomputing 56, 461-466, 2004
1142004
Fuzzy ensemble clustering based on random projections for DNA microarray data analysis
R Avogadri, G Valentini
Artificial Intelligence in Medicine 45 (2-3), 173-183, 2009
1032009
Low bias bagged support vector machines
G Valentini, TG Dietterich
Proceedings of the 20th International Conference on Machine Learning (ICML …, 2003
942003
The CAFA challenge reports improved protein function prediction and new functional annotations for hundreds of genes through experimental screens
N Zhou, Y Jiang, TR Bergquist, AJ Lee, BZ Kacsoh, AW Crocker, ...
Genome biology 20 (1), 1-23, 2019
902019
Synergy of multi-label hierarchical ensembles, data fusion, and cost-sensitive methods for gene functional inference
N Cesa-Bianchi, M Re, G Valentini
Machine Learning 88 (1), 209-241, 2012
872012
Ensemble methods: a review
M Re, G Valentini
Advances in Machine Learning and Data Mining for Astronomy, 563-594, 2012
84*2012
Bio-molecular cancer prediction with random subspace ensembles of support vector machines
A Bertoni, R Folgieri, G Valentini
Neurocomputing 63, 535-539, 2005
812005
An experimental bias-variance analysis of SVM ensembles based on resampling techniques
G Valentini
IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics) 35 …, 2005
802005
Gene expression data analysis of human lymphoma using support vector machines and output coding ensembles
G Valentini
Artificial Intelligence in Medicine 26 (3), 281-304, 2002
682002
Comparing decomposition methods for classification
F Masulli, G Valentini
KES'2000. Fourth International Conference on Knowledge-Based Intelligent …, 2000
662000
Support vector machines for candidate nodules classification
P Campadelli, E Casiraghi, G Valentini
Neurocomputing 68, 281-288, 2005
612005
GOssTo: a stand-alone application and a web tool for calculating semantic similarities on the Gene Ontology
H Caniza, AE Romero, S Heron, H Yang, A Devoto, M Frasca, M Mesiti, ...
Bioinformatics 30 (15), 2235-2236, 2014
592014
Effectiveness of error correcting output codes in multiclass learning problems
F Masulli, G Valentini
International Workshop on Multiple Classifier Systems, 107-116, 2000
582000
An extensive analysis of disease-gene associations using network integration and fast kernel-based gene prioritization methods
G Valentini, A Paccanaro, H Caniza, AE Romero, M Re
Artificial Intelligence in Medicine, 2014
562014
A neural network algorithm for semi-supervised node label learning from unbalanced data
M Frasca, A Bertoni, M Re, G Valentini
Neural Networks 43, 84-98, 2013
562013
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