Publications

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Journal Article
G. L. Marcialis, Roli, F., and Fadda, G., A Novel Method for Head Pose Estimation based on the ``Vitruvian Man'', International Journal of Machine Learning and Cybernetics, vol. 5, no. 1, 2014. (1.06 MB)
A. Gambardella, Giacinto, G., Migliaccio, M., and Montali, A., One-class classification for oil spill detection, Pattern Analysis and Applications, 2009.
A. Jozwik, Serpico, S. B., and Roli, F., A parallel network of modified 1-NN and k-NN classifiers - Application to remote sensing image classification, Pattern Recognition Letters, vol. 19, pp. 57-62, 1998.
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. Tronci, Piras, L., and Giacinto, G., Performance Evaluation of Relevance Feedback for Image Retrieval by “Real-World” Multi-Tagged Image Datasets, International Journal of Multimedia Data Engineering and Management (IJMDEM), vol. 3, p. 16, 2012. (357.99 KB)
F. Alonso, Roli, F., Marcialis, G. L., Fierrez, J., and Ortega, J., Performance of fingerprint quality measures depending on sensor technology, Journal of Electronic Imaging, vol. 17, 2008.
G. L. Marcialis, Roli, F., and Didaci, L., Personal identity verification by serial fusion of fingerprint and face matchers, Pattern Recognition, vol. 42, pp. 2807-2817, 2009.
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)
S. Rota Bulò, Biggio, B., Pillai, I., Pelillo, M., and Roli, F., Randomized Prediction Games for Adversarial Machine Learning, IEEE Transactions on Neural Networks and Learning Systems, vol. 28, no. 11, pp. 2466-2478, 2017. (1.52 MB) (256.21 KB)
Y. Guan, Li, C. - T., and Roli, F., 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)
G. Fumera, Roli, F., and Giacinto, G., Reject Option with Multiple Thresholds, Pattern Recognition, vol. 33, pp. 2099-2101, 2000.
L. Ghiani, Yambay, D. A., Mura, V., Marcialis, G. L., Roli, F., and Schuckers, S. A., Review of the Fingerprint Liveness Detection (LivDet) competition series: 2009 to 2015, Image and Vision Computing, p. -, 2016.
R. Perdisci, Ariu, D., and Giacinto, G., Scalable Fine-Grained Behavioral Clustering of HTTP-Based Malware, Computer Networks - Special Issue on Botnet Activity: Analysis, Detection and Shutdown, vol. 57, pp. 487-500, 2013. (797.8 KB)
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.
R. Satta and Ciardulli, A., Sensor pattern noise and image similarity for picture-to-identity linking, IET Computer Vision, vol. 6, no. 5, 2015. (1.55 MB)
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)
D. Maiorca, Ariu, D., Corona, I., Aresu, M., and Giacinto, G., Stealth Attacks: An Extended Insight into the Obfuscation Effects on Android Malware, Computers And Security (Elsevier), vol. 51 (June), pp. 16-31, 2015. (413.99 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.
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)
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.
H. Xiao, Biggio, B., Nelson, B., Xiao, H., Eckert, C., and Roli, F., Support Vector Machines under Adversarial Label Contamination, Neurocomputing, Special Issue on Advances in Learning with Label Noise, vol. 160, pp. 53-62, 2015. (2.8 MB)

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