Publications
, «Security of pattern recognition systems in adversarial environments». 2012.
(235.41 KB)
(235.41 KB), «Fatevi Riconoscere». 2012. (1.84 MB)
(1.84 MB), «Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection», IEEE Trans. Dependable and Secure Computing, vol 16, n° 4, pagg 711-724, 2019. (3.61 MB)
(3.61 MB), «Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning», Pattern Recognition, vol 84, pagg 317-331, 2018. (3.76 MB)
(3.76 MB), «Threshold optimisation for multi-label classifiers», Pattern Recognition, vol 46, n° 7, 2013. (445.97 KB)
(445.97 KB), «A Theoretical and Experimental Analysis of Linear Combiners for Multiple Classifier Systems», IEEE Transactions on Pattern Analysis and Machine Intelligence, vol 27, pagg 942-956, 2005. (887.92 KB)
(887.92 KB), «A Theoretical Analysis of Bagging as a Linear Combination of Classifiers», IEEE Transactions on Pattern Analysis and Machine Intelligence, vol 30, pagg 1293-1299, 2008. (895.49 KB)
(895.49 KB), «A survey and experimental evaluation of image spam filtering techniques», Pattern Recognition Letters, vol 32, pagg 1436 - 1446, 2011. (2.12 MB)
(2.12 MB), «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)
(2.8 MB), «Supervised learning of descriptions for image recognition purposes», IEEE Transactions on Pattern Analysis and Machine Intelligence, vol 16, pagg 92-98, 1994.
, «Super-sparse Learning in Similarity Spaces», IEEE Computational Intelligence Magazine, vol 11, n° 4, pagg 36-45, 2016. (555.22 KB)
(555.22 KB), «A study on the performances of Dynamic Classifier Selection based on Local Accuracy Estimation», Pattern Recognition, vol 38, pagg 2188-2191, 2005.
, «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)
(5.7 MB), «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.
, «Selection of image classifiers», Electronics Letters, vol 36, pagg 420-422, 2000.
, «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)
(1.35 MB), «Security evaluation of biometric authentication systems under real spoofing attacks», IET Biometrics, vol 1, n° 1, pagg 11-24, 2012. (3.21 MB)
(3.21 MB), «Review of the Fingerprint Liveness Detection (LivDet) competition series: 2009 to 2015», Image and Vision Computing, pag -, 2016.
, «Reject Option with Multiple Thresholds», Pattern Recognition, vol 33, pagg 2099-2101, 2000.
, «On Reducing the Effect of Covariate Factors in Gait Recognition: a Classifier Ensemble Method», IEEE Transactions on Pattern Analysis and Machine Intelligence, In Press. (311.43 KB) (151.4 KB)
(311.43 KB) (151.4 KB), «Randomized Prediction Games for Adversarial Machine Learning», IEEE Transactions on Neural Networks and Learning Systems, vol 28, n° 11, pagg 2466-2478, 2017. (1.52 MB) (256.21 KB)
(1.52 MB) (256.21 KB)
