Publications

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A. Demontis, Russu, P., Biggio, B., Fumera, G., e 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, pagg 322-332. (425.68 KB)
B. Biggio, Akhtar, Z., Fumera, G., Marcialis, G. L., e Roli, F., «Security evaluation of biometric authentication systems under real spoofing attacks», IET Biometrics, vol 1, n° 1, pagg 11-24, 2012. (3.21 MB)
B. Biggio, Fumera, G., e Roli, F., «Security evaluation of pattern classifiers under attack», IEEE Transactions on Knowledge and Data Engineering, vol 26, n° 4, pagg 984-996, 2014. (1.35 MB)
B. Biggio, Corona, I., Nelson, B., Rubinstein, B. I. P., Maiorca, D., Fumera, G., Giacinto, G., e Roli, F., «Security Evaluation of Support Vector Machines in Adversarial Environments», in Support Vector Machines Applications, Y. Ma e Guo, G. Springer International Publishing, 2014, pagg 105-153. (687.1 KB)
B. Biggio, Fumera, G., Marcialis, G. L., e Roli, F., «Security of pattern recognition systems in adversarial environments». 2012. (235.41 KB)
G. Giacinto, Roli, F., e 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, pagg 87-93.
R. Tronci, Giacinto, G., e 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, pagg 795-809.
G. Giacinto, Roli, F., e Fumera, G., «Selection of image classifiers», Electronics Letters, vol 36, pagg 420-422, 2000.
A. Rattani, Marcialis, G. L., e 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, pagg 36 - 43.
L. Didaci, Marcialis, G. L., e Roli, F., «Semi-supervised co-update of multiple matchers», in 8th International Workshop on Multiple Classifiers Systems, Reykijavik (Iceland), 2009.
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, pagg 1-11.
F. Roli e 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 e 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.
L. Didaci, Marcialis, G. L., e 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.
G. L. Marcialis e Roli, F., «Serial fusion of fingerprint and face matchers», in 7th Int. Workshop on Multiple Classifiers Systems MCS07, Prague (Czech Republic), 2007, vol 4472.
G. L. Marcialis, Mastinu, P., e 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. Fumera, Pillai, I., e 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, pagg 2699-2720, 2006.
B. Biggio, Melis, M., Fumera, G., e Roli, F., «Sparse Support Faces», in Int'l Conf. on Biometrics (ICB), 2015, pagg 208-213. (702.84 KB)
B. Biggio, Fumera, G., Marcialis, G. L., e Roli, F., «Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems», IEEE Transactions on Pattern Analysis and Machine Intelligence, vol 39, n° 3, pagg 561-575, 2017. (5.7 MB)
L. Didaci, Giacinto, G., Roli, F., e Marcialis, G. L., «A study on the performances of Dynamic Classifier Selection based on Local Accuracy Estimation», Pattern Recognition, vol 38, pagg 2188-2191, 2005.
A. Demontis, Melis, M., Biggio, B., Fumera, G., e Roli, F., «Super-sparse Learning in Similarity Spaces», IEEE Computational Intelligence Magazine, vol 11, n° 4, pagg 36-45, 2016. (555.22 KB)
A. Demontis, Biggio, B., Fumera, G., e 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), pagg 551-562. (678.7 KB)
P. Pellegretti, Roli, F., Serpico, S. B., e Vernazza, G., «Supervised learning of descriptions for image recognition purposes», IEEE Transactions on Pattern Analysis and Machine Intelligence, vol 16, pagg 92-98, 1994.
F. Roli e Fumera, G., «Support vector machines for remote-sensing image classification», in Image and Signal Processing for Remote Sensing VI, 2001, vol 4170, pagg 160-166.
H. Xiao, Biggio, B., Nelson, B., Xiao, H., Eckert, C., e Roli, F., «Support Vector Machines under Adversarial Label Contamination», Neurocomputing, Special Issue on Advances in Learning with Label Noise, vol 160, pagg 53-62, 2015. (2.8 MB)

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