Publications

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Conference Paper
G. Giacinto and Roli, F., Dynamic Classifier Selection, in First Int. Workshop on Multiple Classifier Systems (MCS 2000), Cagliari, Italy, 2000, vol. 1857, pp. 177-189.
C. Lobrano, Tronci, R., Giacinto, G., and Roli, F., Dynamic Linear Combination of Two-Class Classifiers, in Lecture Notes in Computer Science, 2010, vol. 6218, pp. 473-482.
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.
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.
R. Tronci, Giacinto, G., and Roli, F., Dynamic Score Selection for Fusion of Multiple Biometric Matchers, in 14th IEEE International Conference on Image Analysis and Processing ICIAP 2007, Modena, Italy, 2007, pp. 15-20.
C. Pagano, Granger, E., Sabourin, R., Marcialis, G. L., and Roli, F., Dynamic weighted fusion of adaptive classifier ensembles based on changing data streams, In: Gayar N.E., Schwenker F., Suen C.Y, , , pp, in 6th IAPR TC3 International Workshop on Artificial Neural Networks for Pattern Recognition (ANNPR 2014), 2014, vol. Springer LNAI 8774, pp. 105-116. (1.89 MB)
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, 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.
C. Pagano, Granger, E., Sabourin, R., Rattani, A., Marcialis, G. L., and Roli, F., Efficient Adaptive Face Recognition Systems Based on Capture Conditions, Proc. of , in IEEE Workshop on Computational Intelligence in Biometrics and Identity Management (CIBIM 2014), 2014. (574.39 KB)
M. A. O. Ahmed, Didaci, L., Fumera, G., and Roli, F., An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles, in Multiple Classifier Systems, 2015, vol. 9132, pp. 206-219. (216.76 KB)
M. A. O. Ahmed, Didaci, L., Fumera, G., and Roli, F., An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles, in Multiple Classifier Systems, 2015, vol. 9132, pp. 206-219. (216.76 KB)
L. Didaci, Giacinto, G., and Roli, F., Ensemble Learning for Intrusion Detection in Computer Networks, in AI*IA, Workshop on "Apprendimento automatico: metodi e applicazioni", Siena, Italy, 2002.
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.
G. Giacinto and Roli, F., Ensembles of Neural Networks for Soft Classification of Remote Sensing Images, in European Symposium on Intelligent Techniques, Bari, Italy, 1997, pp. 166-170.
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. L. Marcialis, Didaci, L., and Roli, F., Estimating the serial combination's performance from that of individual base classifiers, in IAPR 17th Int. Conf. on Image Analysis and Processing (ICIAP 2013), 2013, vol. Springer LNCS 8156, pp. 622-631. (210.77 KB)
B. Biggio, Fumera, G., and Roli, F., Evade Hard Multiple Classifier Systems, in Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA 2008), Patras, Greece, 2008. (185.01 KB)
Z. Akhtar, Fumera, G., Marcialis, G. L., and Roli, F., Evaluation of Multimodal Biometric Score Fusion Rules under Spoof Attacks, in 5th IAPR Int’l Conference on Biometrics (ICB), New Delhi, India, 2012, pp. 402-407. (612.37 KB)
Z. Akhtar, Fumera, G., Marcialis, G. L., and Roli, F., Evaluation of serial and parallel multibiometric systems under spoofing attacks, in 5th IEEE Int'l Conference on Biometrics: Theory, Applications and Systems (BTAS), Washington DC, USA, 2012, vol. . (573.02 KB)
B. Biggio, Corona, I., Maiorca, D., Nelson, B., Srndic, N., Laskov, P., Giacinto, G., and Roli, F., Evasion attacks against machine learning at test time, in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2013, vol. 8190, pp. 387-402. (473.78 KB)
A. Rattani, Marcialis, G. L., and Roli, F., An Experimental Analysis of the Relationship between Biometric Template Update and the Doddington’s Zoo in Face Verification, in 14th International Conference on Image Analysis and Processing (ICIAP09), Vietri sul Mare (Italy), 2009.
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.
A. Serrau, Marcialis, G. L., Bunke, H., and Roli, F., An Experimental Comparison of Fingerprint Classification Methods Using Graphs, in 5th IAPR-TC15 Workshop on Graph-based, Poitiers, 2005, L. Brun and M. Vento., vol. 3434, pp. 281-290.
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.
G. L. Marcialis and Roli, F., Experimental results on fusion of multiple fingerprint matchers, in 4th International Conference on Audio- and Video-based Person Authentication (AVBPA03), Guildford (U.K.), 2003, vol. 2688, pp. 814-820.

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