Publications

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F. Roli and Fumera, G., “Support vector machines for remote-sensing image classification”, in Image and Signal Processing for Remote Sensing VI, 2001, vol. 4170, pp. 160-166.
P. Pellegretti, Roli, F., Serpico, S. B., and Vernazza, G., “Supervised learning of descriptions for image recognition purposes”, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 16, pp. 92-98, 1994.
A. Demontis, Biggio, B., Fumera, G., and Roli, F., “Super-Sparse Regression for Fast Age Estimation From Faces at Test Time”, in 18th Int'l Conf. on Image Analysis and Processing (ICIAP), Genova, Italy, 2015, vol. Image Analysis and Processing (ICIAP 2015), pp. 551-562. (678.7 KB)
A. Demontis, Melis, M., Biggio, B., Fumera, G., and Roli, F., “Super-sparse Learning in Similarity Spaces”, IEEE Computational Intelligence Magazine, vol. 11, no. 4, pp. 36-45, 2016. (555.22 KB)
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.
B. Biggio, Fumera, G., Marcialis, G. L., and Roli, F., “Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems”, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 39, no. 3, pp. 561-575, 2017. (5.7 MB)
B. Biggio, Melis, M., Fumera, G., and Roli, F., “Sparse Support Faces”, in Int'l Conf. on Biometrics (ICB), 2015, pp. 208-213. (702.84 KB)
G. Fumera, Pillai, I., and Roli, F., “Spam filtering based on the analysis of text information embedded into images”, Journal of Machine Learning Research (special issue on Machine Learning in Computer Security), vol. 7, pp. 2699-2720, 2006.
G. L. Marcialis, Mastinu, P., and Roli, F., “Serial fusion of multi-modal biometric systems”, in Biometric Measurements and Systems for Security and Medical Applications (BIOMS), 2010 IEEE Workshop on, Taranto (Italy), 2010.
G. L. Marcialis and Roli, F., “Serial fusion of fingerprint and face matchers”, in 7th Int. Workshop on Multiple Classifiers Systems MCS07, Prague (Czech Republic), 2007, vol. 4472.
L. Didaci, Marcialis, G. L., and Roli, F., “Semi-supervised techniques for improving the performance of multiple classifier systems and personal recognition systems using biometric traits”, in Italian Conference on Intelligent Systems (CISI06), Ancona (Italy), 2006.
F. Roli and Marcialis, G. L., “Semi-supervised PCA-based face recognition using self-training”, in Joint IAPR Int. Workshop. on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR06, Hong Kong (China), 2006, vol. 4109.
F. Roli and Marcialis, G. L., “Semi-supervised PCA-based face recognition using self-training”, in Joint IAPR Int. Workshop. on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR06, Hong Kong (China), 2006, vol. 4109.
F. Roli, “Semi-supervised Multiple Classifier Systems: Background and Research Directions”, in 6th Int. Workshop on Multiple Classifier Systems (MCS 2005), Seaside, CA, USA, 2005, vol. 3541, pp. 1-11.
L. Didaci, Marcialis, G. L., and Roli, F., “Semi-supervised co-update of multiple matchers”, in 8th International Workshop on Multiple Classifiers Systems, Reykijavik (Iceland), 2009.
A. Rattani, Marcialis, G. L., and Roli, F., “Self Adaptive Systems: An Experimental Analysis of the Performance Over Time”, in In Proc. of IEEE Workshop on Computational Intelligence in Biometrics and Identity Management (CIBIM'11) - A Special Session on Adaptive Biometric Systems, Paris (France), 2011, pp. 36 - 43.
G. Giacinto, Roli, F., and Fumera, G., “Selection of image classifiers”, Electronics Letters, vol. 36, pp. 420-422, 2000.
R. Tronci, Giacinto, G., and Roli, F., “Selection of experts for the design of multiple biometric systems”, in Machine Learning and Data Mining in Pattern Recognition, MLDM 2007, Leipzig, 2007, vol. 4571, pp. 795-809.
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.
B. Biggio, Fumera, G., Marcialis, G. L., and Roli, F., “Security of pattern recognition systems in adversarial environments”. 2012. (235.41 KB)
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)
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, Akhtar, Z., Fumera, G., Marcialis, G. L., and Roli, F., “Security evaluation of biometric authentication systems under real spoofing attacks”, IET Biometrics, vol. 1, no. 1, pp. 11-24, 2012. (3.21 MB)
A. Demontis, Russu, P., Biggio, B., Fumera, G., and Roli, F., “On Security and Sparsity of Linear Classifiers for Adversarial Settings”, in Joint IAPR Int'l Workshop on Structural, Syntactic, and Statistical Pattern Recognition, Merida, Mexico, 2016, vol. 10029 of LNCS, pp. 322-332. (425.68 KB)
P. Russu, Demontis, A., Biggio, B., Fumera, G., and Roli, F., “Secure Kernel Machines against Evasion Attacks”, in 9th ACM Workshop on Artificial Intelligence and Security, Vienna, Austria, 2016, pp. 59-69. (686.41 KB)

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