Publications

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Journal Article
B. Biggio, Fumera, G., Russu, P., Didaci, L., and Roli, F., Adversarial Biometric Recognition: A Review on Biometric System Security from the Adversarial Machine Learning Perspective, IEEE Signal Processing Magazine, vol. 32, no. 5, pp. 31-41, 2015. (751.08 KB)
G. Fumera and Roli, F., Analysis of error-reject trade-off in linearly combined multiple classifiers, Pattern Recognition, vol. 37, pp. 1245-1265, 2004.
A. Carcangiu, Spano, L. Davide, Fumera, G., and Roli, F., DEICTIC: a Compositional and Declarative Gesture Description based on Hidden Markov Model, International Journal of Human-Computer Studies, vol. 122, p. 20, 2019. (1.69 MB)
I. Pillai, Fumera, G., and 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., and 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, pp. 1838-1848, 2012. (976.57 KB)
R. Soleymani, Granger, E., and Fumera, G., F-Measure Curves: A Tool to Visualize Classifier Performance Under Imbalance, Pattern Recognition, In Press.
I. Pillai, Fumera, G., and Roli, F., Multi-label classification with a reject option, Pattern Recognition, vol. 46, no. 8, 2013. (280.71 KB)
F. Pala, Satta, R., Fumera, G., and Roli, F., Multi-modal Person Re-Identification Using RGB-D Cameras, IEEE Transactions on Circuits and Systems for Video Technology, 2015. (1.58 MB)
B. Biggio, Fumera, G., and Roli, F., Multiple Classifier Systems for Robust Classifier Design in Adversarial Environments, Journal of Machine Learning and Cybernetics, vol. 1, pp. 27–41, 2010. (844.91 KB)
B. Lavi, Fumera, G., and Roli, F., Multi-Stage Ranking Approach for Fast Person Re-Identification, IET Computer Vision, vol. 12, no. 4, p. 7, 2018. (1.07 MB)
E. Santucci, Didaci, L., Fumera, G., and Roli, F., A Parameter Randomization Approach for Constructing Classifier Ensembles, Pattern Recognition, vol. 69, pp. 1-13, 2017. (448.73 KB)
B. Biggio, Fumera, G., and Roli, F., Pattern Recognition Systems under Attack: Design Issues and Research Challenges, Int'l J. Patt. Recogn. Artif. Intell., vol. 28, no. 7, p. 1460002, 2014. (1.41 MB)
R. Soleymani, Granger, E., and Fumera, G., Progressive Boosting for Class Imbalance and Its Application to Face Re-Identification, Expert Systems With Applications, vol. 101, p. 21, 2018. (1.11 MB)
G. Fumera, Roli, F., and Giacinto, G., Reject Option with Multiple Thresholds, Pattern Recognition, vol. 33, pp. 2099-2101, 2000.
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)
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)
G. Giacinto, Roli, F., and Fumera, G., Selection of image classifiers, Electronics Letters, vol. 36, pp. 420-422, 2000.
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.
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)
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)
B. Biggio, Fumera, G., Pillai, I., and Roli, F., A survey and experimental evaluation of image spam filtering techniques, Pattern Recognition Letters, vol. 32, pp. 1436 - 1446, 2011. (2.12 MB)
G. Fumera, Roli, F., and Serrau, A., A Theoretical Analysis of Bagging as a Linear Combination of Classifiers, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30, pp. 1293-1299, 2008. (895.49 KB)
G. Fumera and Roli, F., A Theoretical and Experimental Analysis of Linear Combiners for Multiple Classifier Systems, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, pp. 942-956, 2005. (887.92 KB)
I. Pillai, Fumera, G., and Roli, F., Threshold optimisation for multi-label classifiers, Pattern Recognition, vol. 46, no. 7, 2013. (445.97 KB)
Magazine Article
B. Biggio, Fumera, G., Pillai, I., Roli, F., and Satta, R., Evading SpamAssassin with obfuscated text images, Virus Bulletin, no. 11-2007, 2007. (689 KB)

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