Publications

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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)
B. Biggio, Fumera, G., and Roli, F., “Evade Hard Multiple Classifier Systems”, in Supervised and Unsupervised Ensemble Methods and Their Applications, vol. 245, O. Okun and Valentini, G. Springer Berlin / Heidelberg, 2009, pp. 15-38. (562.89 KB)
B. Biggio, Fumera, G., Pillai, I., Roli, F., and Satta, R., “Evading SpamAssassin with obfuscated text images”, Virus Bulletin, no. 11-2007, 2007. (689 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.
S. B. Serpico, Bruzzone, L., and Roli, F., “An experimental comparison of neural and statistical non-parametric algorithms for supervised classification of remote-sensing images”, Pattern Recognition Letters, vol. 17, pp. 1331-1341, 1996.
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.
L. Ghiani, Marcialis, G. L., and Roli, F., “Experimental results on the feature-level fusion of multiple fingerprint liveness detection algorithms”, in Proceedings of the on Multimedia and security, Coventry (UK), 2012. (940.07 KB)
M. Melis, Maiorca, D., Biggio, B., Giacinto, G., and Roli, F., “Explaining Black-box Android Malware Detection”, in 26th European Signal Processing Conference (EUSIPCO '18), Rome, Italy, 2018, pp. 524-528. (431.78 KB)
L. Demetrio, Biggio, B., Lagorio, G., Roli, F., and Armando, A., “Explaining Vulnerabilities of Deep Learning to Adversarial Malware Binaries”, in 3rd Italian Conference on Cyber Security, ITASEC 2019, Pisa, Italy, 2019, vol. 2315. (801.85 KB)
I. Pillai, Satta, R., Fumera, G., and Roli, F., “Exploiting Depth Information for Indoor-Outdoor Scene Classification”, in 16th Int. Conf. on Image Analysis and Processing (ICIAP 2011), Ravenna, Italy, 2011. (1.23 MB)
R. Satta, Fumera, G., and Roli, F., “Exploiting Dissimilarity Representations for Person Re-Identification”, in 1st International Workshop on Similarity-Based Pattern Analysis and Recognition (SIMBAD 2011), Venice, Italy, 2011. (686.41 KB)
G. Fadda, Marcialis, G. L., Roli, F., and Ghiani, L., “Exploiting the Golden Ratio on Human Faces for Head-Pose Estimation”, in IAPR 17th Int. Conf. on Image Analysis and Processing (ICIAP 2013), Napoli (Italy), 2013, vol. Springer LNCS 8156, pp. 280-289. (546.25 KB)
L. Bruzzone, Roli, F., and Serpico, S. B., “An extension of the Jeffreys-Matusita distance to multiclass cases for feature selection”, IEEE Transactions on Geoscience and Remote Sensing, vol. 33, pp. 1318-1321, 1995.
F
I. Pillai, Fumera, G., and Roli, F., “F -Measure Optimisation in Multi-label Classifiers”, in 22nd IEEE International Conference on Pattern Recognition, ICPR 2014, Stockholm, Sweden, 2014, pp. 3452 - 3456. (287.72 KB)
R. Satta, Fumera, G., and Roli, F., “Fast Appearance-based Person Re-identification and Retrieval Using Dissimilarity Representations”, in Convegno Gruppo Italiano Ricercatori in Pattern Recognition (GIRPR), 2012. (945.6 KB)

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