Publications

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2009
R. Tronci, Giacinto, G., and Roli, F., Designing multiple biometric systems: measures of ensemble effectiveness, Engineering Applications of Artificial Intelligence, vol. 22, pp. 66-78, 2009.
2008
G. Fumera, Roli, F., and Serrau, A., A Theoretical Analysis of Bagging as a Linear Combination of Classifiers, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30, pp. 1293-1299, 2008. (895.49 KB)
2007
R. Tronci, Giacinto, G., and Roli, F., Selection of experts for the design of multiple biometric systems, in Machine Learning and Data Mining in Pattern Recognition, MLDM 2007, Leipzig, 2007, vol. 4571, pp. 795-809.
2005
G. Fumera, Roli, F., and Serrau, A., Dynamics of Variance Reduction in Bagging and Other Techniques, in 6th Int. Workshop on Multiple Classifier Systems (MCS 2005), Seaside, CA, USA, 2005, 2005th ed., vol. 3541, pp. 316-325.
2002
F. Roli and Giacinto, G., Design of Multiple Classifier Systems, in Hybrid Methods in Pattern Recognition, B. ;A. H. Kandel World Scientific Publishing, 2002.
2001
G. Giacinto and Roli, F., An Approach to the Automatic Design of Multiple Classifier Systems, Pattern Recognition Letters, vol. 22, pp. 25-33, 2001.
L. Kuncheva, Roli, F., Marcialis, G. L., and Shipp, C., Complexity of Data Subsets Generated by the Random Subspace Method: an Experimental Investigation, in 2nd International Workshop on Multiple Classifier Systems (MCS 2001), 2001, vol. 2096, pp. 349-358.
G. Giacinto and Roli, F., Design of effective neural network ensembles for image classification, Image and Vision Computing Journal, vol. 19, pp. 697-705, 2001.
F. Roli, Giacinto, G., and Vernazza, G., Methods for Designing Multiple Classifier Systems, in 2nd Int. Workshop on Multiple Classifier Systems (MCS 2001), Cambridge, United Kingdom, 2001, vol. 2096, pp. 78-87.
2000
G. Giacinto, Roli, F., and Fumera, G., Unsupervised Learning of Neural Network Ensembles for Image Classification, in IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000), Como, Italy, 2000, vol. III, pp. 155-159.
1999
G. Giacinto and Roli, F., Automatic Design of Multiple Classifier Systems by Unsupervised Learning, in 1st Int. Workshop on Machine Learning and Data Mining in Pattern Recognition, 1999, vol. 1715, pp. 131-143.