Publications

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Journal Article
B. Biggio, Fumera, G., Russu, P., Didaci, L., e Roli, F., «Adversarial Biometric Recognition: A Review on Biometric System Security from the Adversarial Machine Learning Perspective», IEEE Signal Processing Magazine, vol 32, n° 5, pagg 31-41, 2015. (751.08 KB)
G. Fumera e Roli, F., «Analysis of error-reject trade-off in linearly combined multiple classifiers», Pattern Recognition, vol 37, pagg 1245-1265, 2004.
A. Sotgiu, Demontis, A., Melis, M., Biggio, B., Fumera, G., Feng, X., e Roli, F., «Deep Neural Rejection against Adversarial Examples», EURASIP Journal on Information Security, vol 5, 2020.
A. Carcangiu, Spano, L. Davide, Fumera, G., e Roli, F., «DEICTIC: a Compositional and Declarative Gesture Description based on Hidden Markov Model», International Journal of Human-Computer Studies, vol 122, pag 20, 2019. (1.69 MB)
I. Pillai, Fumera, G., e Roli, F., «Designing multi-label classifiers that maximize F measures: state of the art», Pattern Recognition, vol 61, 2017. (452.28 KB)
R. Satta, Fumera, G., e Roli, F., «Fast Person Re-Identification Based on Dissimilarity Representations», Pattern Recognition Letters, Special Issue on Novel Pattern Recognition-Based Methods for Reidentification in Biometric Context, vol 33, pagg 1838-1848, 2012. (976.57 KB)
R. Soleymani, Granger, E., e Fumera, G., «F-Measure Curves: A Tool to Visualize Classifier Performance Under Imbalance», Pattern Recognition, vol 100, pag 107146, 2020. (3.15 MB)
I. Pillai, Fumera, G., e Roli, F., «Multi-label classification with a reject option», Pattern Recognition, vol 46, n° 8, 2013. (280.71 KB)
F. Pala, Satta, R., Fumera, G., e Roli, F., «Multi-modal Person Re-Identification Using RGB-D Cameras», IEEE Transactions on Circuits and Systems for Video Technology, 2015. (1.58 MB) (29.9 KB)
B. Biggio, Fumera, G., e Roli, F., «Multiple Classifier Systems for Robust Classifier Design in Adversarial Environments», Journal of Machine Learning and Cybernetics, vol 1, pagg 27–41, 2010. (844.91 KB)
B. Lavi, Fumera, G., e Roli, F., «Multi-Stage Ranking Approach for Fast Person Re-Identification», IET Computer Vision, vol 12, n° 4, pag 7, 2018. (1.07 MB)
E. Santucci, Didaci, L., Fumera, G., e Roli, F., «A Parameter Randomization Approach for Constructing Classifier Ensembles», Pattern Recognition, vol 69, pagg 1-13, 2017. (448.73 KB)
B. Biggio, Fumera, G., e Roli, F., «Pattern Recognition Systems under Attack: Design Issues and Research Challenges», Int'l J. Patt. Recogn. Artif. Intell., vol 28, n° 7, pag 1460002, 2014. (1.41 MB)
R. Soleymani, Granger, E., e Fumera, G., «Progressive Boosting for Class Imbalance and Its Application to Face Re-Identification», Expert Systems With Applications, vol 101, pag 21, 2018. (1.11 MB)
G. Fumera, Roli, F., e Giacinto, G., «Reject Option with Multiple Thresholds», Pattern Recognition, vol 33, pagg 2099-2101, 2000.
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)
G. Giacinto, Roli, F., e Fumera, G., «Selection of image classifiers», Electronics Letters, vol 36, pagg 420-422, 2000.
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, 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)
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)
B. Biggio, Fumera, G., Pillai, I., e Roli, F., «A survey and experimental evaluation of image spam filtering techniques», Pattern Recognition Letters, vol 32, pagg 1436 - 1446, 2011. (2.12 MB)
G. Fumera, Roli, F., e Serrau, A., «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)
G. Fumera e Roli, F., «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)
I. Pillai, Fumera, G., e Roli, F., «Threshold optimisation for multi-label classifiers», Pattern Recognition, vol 46, n° 7, 2013. (445.97 KB)

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