Publications

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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
B. Biggio, Fumera, G., and Roli, F., Bayesian Analysis of Linear Combiners, in 7th Int. Workshop on Multiple Classifier Systems (MCS 2007), Prague, Czech Republic, 2007, vol. 4472, pp. 292-301. (149.24 KB)
M. Zanda, Brown, G., Fumera, G., and Roli, F., Ensemble Learning in Linearly Combined Classifiers via Negative Correlation, in 7th Int. Workshop on Multiple Classifier Systems (MCS 2007), Prague, Czech Republic, 2007, vol. 4472, pp. 440-449.
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.
G. Fumera and Roli, F., A Theoretical and Experimental Analysis of Linear Combiners for Multiple Classifier Systems, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, pp. 942-956, 2005. (887.92 KB)
2003
S. Raudys and Roli, F., The Behavior Knowledge Space Fusion Method: Analysis of Generalization Error and Strategies for Performance Improvement, in 4th Int. Workshop on Multiple Classifier Systems (MCS 2003), Guildford, United Kingdom, 2003, vol. 2709, pp. 55-64.
G. Fumera and Roli, F., Linear Combiners for Classifier Fusion: Some Theoretical and Experimental Results, in 4th Int. Workshop on Multiple Classifier Systems (MCS 2003), Guildford, UK, 2003, vol. 2709, pp. 74-83.
2002
F. Roli, Fumera, G., and Vernazza, G., Analysis of Error-Reject Trade-off in Linearly Combined Classifiers, in 16th Int. Conferrence on Pattern Recognition (ICPR 2002), Québec City, Canada, 2002, pp. 120-123.
F. Roli and Fumera, G., Analysis of Linear and Order Statistics Combiners for Fusion of Imbalanced Classifiers, in 3rd Int. Workshop on Multiple Classifier Systems (MCS 2002), Cagliari, Italy, 2002, vol. 2364, pp. 252-261.
F. Roli, Kittler, J., Fumera, G., and Muntoni, D., An Experimental Comparison of Classifier Fusion Rules for Multimodal Personal Identity Verification Systems, in 3rd Int. Workshop on Multiple Classifier Systems (MCS 2002), Cagliari, Italy, 2002, vol. 2364, pp. 325-335.
F. Roli, Raudys, S., and Marcialis, G. L., An experimental comparison of fixed and trained fusion rules for crisp classifiers outputs, in 3rd International Workshop on Multiple Classifiers Systems (MCS02), Cagliari (Italy), 2002, vol. 2364, pp. 232-241.
F. Roli, Fumera, G., and Kittler, J., Fixed and Trained Combiners for Fusion of Unbalanced Pattern Classifiers, in 5th Int. Conference on Information Fusion (IF 2002), Annapolis, Mariland, USA, 2002, pp. 278-284.
G. Fumera and Roli, F., Performance Analysis and Comparison of Linear Combiners for Classifier Fusion, in Structural, Syntactic, and Statistical Pattern Recognition, Joint IAPR International Workshops SSPR 2002 and SPR 2002, 2002, vol. 2396, pp. 424-432.
2001
G. Fumera and Roli, F., Error rejection in linearly combined multiple classifiers, in Multiple Classifier Systems (MCS 2001), Robinson College, Cambridge, UK, 2001, vol. 2096, pp. 329-338.
G. Fumera, Roli, F., and Vernazza, G., A Method for Error Rejection in Multiple Classifier Systems, in 11th International Conference on Image Analysis and Processing (ICIAP 2001), 2001, pp. 454-458.
2000
G. Giacinto, Roli, F., and Fumera, G., Selection of classifiers based on multiple classifier behaviour, in Joint IAPR Int. Workshops on Syntactical and Structural Pattern Recognition and Statistical Pattern Recognition (S+SSPR 2000), Alicante, Spain, 2000, vol. 1876, pp. 87-93.
G. Giacinto, Roli, F., and Fumera, G., Selection of image classifiers, Electronics Letters, vol. 36, pp. 420-422, 2000.