Publications

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2014
B. Biggio, Rota Bulò, S., Pillai, I., Mura, M., Zemene Mequanint, E., Pelillo, M., and Roli, F., Poisoning complete-linkage hierarchical clustering, in Joint IAPR Int'l Workshop on Structural, Syntactic, and Statistical Pattern Recognition (LNCS), Joensuu, Finland, 2014, vol. 8621, pp. 42-52. (388.31 KB)
B. Biggio, Fumera, G., and Roli, F., Security evaluation of pattern classifiers under attack, IEEE Transactions on Knowledge and Data Engineering, vol. 26, no. 4, pp. 984-996, 2014. (1.35 MB)
B. Biggio, Corona, I., Nelson, B., Rubinstein, B. I. P., Maiorca, D., Fumera, G., Giacinto, G., and Roli, F., Security Evaluation of Support Vector Machines in Adversarial Environments, in Support Vector Machines Applications, Y. Ma and Guo, G. Springer International Publishing, 2014, pp. 105-153. (687.1 KB)
2013
I. Corona, Giacinto, G., and Roli, F., Adversarial Attacks against Intrusion Detection Systems: Taxonomy, Solutions and Open Issues, Information Sciences, vol. 239, 2013. (1.49 MB)
A. Rattani, Marcialis, G. L., and Roli, F., Biometric System Adaptation by Self-update and Graph-based techniques, Journal of Visual Languages and Computing, Elsevier, 2013.
Y. Guan, Wei, X., Li, C. - T., Marcialis, G. L., Roli, F., and Tistarelli, M., Combining Gait and Face for Tackling the Elapsed Time Challenges, in IEEE 6th International Conference on Biometrics: Theory, Applications, and Systems (BTAS 2013), Washington DC (USA), 2013, pp. 1-8. (663.7 KB)
M. A. A. Dewan, Granger, E., Sabourin, R., Roli, F., and Marcialis, G. L., A comparison of adaptive appearance methods for tracking faces in video surveillance, in 5th International Conference on Imaging for Crime Detection and Prevention (ICDP-13), 2013.
B. Biggio, Pillai, I., Rota Bulò, S., Ariu, D., Pelillo, M., and Roli, F., Is Data Clustering in Adversarial Settings Secure?, in AISec'13: Proceedings of the 2013 ACM Workshop on Artificial Intelligence and Security, Berlin, 2013, pp. 87-98. (300.52 KB)
L. Didaci, Fumera, G., and Roli, F., Diversity in classifier ensembles: fertile concept or dead end?, in 11th Int. Workshop on Multiple Classifier Systems, Nanjing, China, 2013, vol. 7872. (241.27 KB) (163.54 KB)
L. Didaci, Fumera, G., and Roli, F., Diversity in classifier ensembles: fertile concept or dead end?, in 11th Int. Workshop on Multiple Classifier Systems, Nanjing, China, 2013, vol. 7872. (241.27 KB) (163.54 KB)
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, 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)
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. Ghiani, Hadid, A., Marcialis, G. L., and Roli, F., Fingerprint liveness detection using Binarized Statistical Image Features, in IEEE 6th International Conference on Biometrics: Theory, Applications, and Systems, (BTAS 2013), Washington DC (USA), 2013. (615.3 KB)
L. Ghiani, Yambay, D., Mura, V., Tocco, S., Marcialis, G. L., Roli, F., and Schuckers, S., LivDet 2013 – Fingerprint Liveness Detection Competition, in IAPR/IEEE 6th Int. Conf. on Biometrics (ICB 2013), Madrid (Spain), 2013. (755.98 KB)
I. Pillai, Fumera, G., and Roli, F., Multi-label classification with a reject option, Pattern Recognition, vol. 46, no. 8, 2013. (280.71 KB)
A. Rattani, Marcialis, G. L., and Roli, F., A multi-modal dataset, protocol and tools for adaptive biometric systems: A benchmarking study, International Journal of Biometrics, vol. 5, no. 3/4, 2013. (968.88 KB)
G. L. Marcialis, Roli, F., and Didaci, L., Multimodal fingerprint verification by score-level fusion: an experimental investigation, Journal of Intelligent and Fuzzy Systems, vol. 24, 2013.
F. Roli, Biggio, B., and Fumera, G., Pattern Recognition Systems Under Attack, in Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, Proc. of the 18th Iberoamerican Congress on Pattern Recognition (CIARP 2013), LNCS, Havana, Cuba, 2013, vol. 8258, pp. 1-8. (314.35 KB)
B. Biggio, Didaci, L., Fumera, G., and Roli, F., Poisoning attacks to compromise face templates, in 6th IAPR Int'l Conf. on Biometrics (ICB), Madrid, Spain, 2013. (844.61 KB)
R. Satta, Pala, F., Fumera, G., and Roli, F., Real-time Appearance-based Person Re-identification over Multiple KinectTM Cameras, in 8th International Conference on Computer Vision Theory and Applications (VISAPP 2013), Barcelona, Spain, 2013. (974.71 KB)
I. Pillai, Fumera, G., and Roli, F., Threshold optimisation for multi-label classifiers, Pattern Recognition, vol. 46, no. 7, 2013. (445.97 KB)
2012
A. Rattani, Marcialis, G. L., and Roli, F., Adaptive Multibiometric Systems: Conceptual Representation and Performance Evaluation Over Time, in Handbook on Multibiometrics Systems: Modern Approach to Identity Verification, D. Ranjan Kisku, Gupta, P., and Tistarelli, M. VDM - Lambert Academic Publishing, 2012, pp. 120 -143.
R. Tronci, Murgia, G., Pili, M., Ristori, M., Sirena, N., and Roli, F., The Ambient Intelligence Laboratory of the Sardegna DistrICT. 2012.
L. Didaci, Fumera, G., and Roli, F., Analysis of Co-training Algorithm with Very Small Training Sets, in Structural, Syntactic, and Statistical Pattern Recognition, 2012, vol. 7626, pp. 719-726.

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