Publications

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2011
I. Pillai, Fumera, G., and Roli, F., Classifier Selection Approaches for Multi-label Problems, in 10th Int. Workshop on Multiple Classifier Systems (MCS 2011), Naples, 2011. (282.8 KB)
2010
B. Biggio, Fumera, G., and Roli, F., Multiple Classifier Systems for Robust Classifier Design in Adversarial Environments, Journal of Machine Learning and Cybernetics, vol. 1, pp. 27–41, 2010. (844.91 KB)
2009
B. Biggio, Fumera, G., and Roli, F., Bayesian Linear Combination of Neural Networks, in Innovations in Neural Information Paradigms and Applications, vol. 247, M. Bianchini, Maggini, M., Scarselli, F., and Jain, L. C. Springer Berlin / Heidelberg, 2009, pp. 201-230. (435.32 KB)
R. Tronci, Giacinto, G., and Roli, F., Dynamic Score Combination: A Supervised and Unsupervised Score Combination Method, in Machine Learning and Data Mining in Pattern Recognition (MLDM 2009), Leipzig, Germany, 2009, vol. 5632, pp. 163-177.
2008
R. Tronci, Giacinto, G., and Roli, F., Combination of experts by classifiers in similarity score spaces, in Joint IAPR Int. Workshop on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR08, Orlando (Florida, USA), 2008, vol. 5342, pp. 821-830.
R. Tronci, Giacinto, G., and Roli, F., Dynamic score combination of binary experts, in 19th International Conference on Pattern Recognition (ICPR 2008), Tampa (Florida, USA), 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.
R. Tronci, Giacinto, G., and Roli, F., Index Driven Combination of Multiple Biometric Experts for AUC Maximisation, in 7th International Workshop on Multiple Classifiers Systems MCS 2007, Prague (Czech Republic), 2007, vol. 4472, pp. 357-366.
2005
L. Didaci, Dynamic Classifier Selection, Cagliari (Italy), 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. Giacinto, Roli, F., and Tronci, R., Score Selection Techniques for Fingerprint Multi-modal Biometric Authentication, in 13th International Conference on Image Analysis and Processing (ICIAP 2005), Cagliari (Italy), 2005, vol. 3617, pp. 1018-1025.
L. Didaci, Giacinto, G., Roli, F., and Marcialis, G. L., A study on the performances of Dynamic Classifier Selection based on Local Accuracy Estimation, Pattern Recognition, vol. 38, pp. 2188-2191, 2005.
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)
2004
G. Fumera and Roli, F., Analysis of error-reject trade-off in linearly combined multiple classifiers, Pattern Recognition, vol. 37, pp. 1245-1265, 2004.
L. Didaci and Giacinto, G., Dynamic Classifier Selection by Adaptive k-Nearest-Neighbourhood Rule, in 5th Int. Workshop on Multiple Classifier Systems (MCS 2004), 2004, vol. 3077.
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
G. Fumera, Advanced Methods for Pattern Recognition with the Reject Option, Cagliari (Italy), 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.

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