Publications

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G. L. Marcialis and Roli, F., Fingerprint verification by fusion of optical and capacitive sensors, Pattern Recognition Letters, vol. 25, pp. 1315-1322, 2004.
G. L. Marcialis, Roli, F., and Frasconi, P., Fingerprint Classification by Combination of Flat and Structural Approaches, in 3rd International Conference on Audio- and Video- Based Biometric Person Authentication AVBPA'01, Halmstad (Sweden), 2001, vol. 2091, pp. 241-246.
G. L. Marcialis and Roli, F., High security fingerprint verification by perceptron-based fusion of multiple matchers, in 5th International Workshop on Multiple Classifiers Systems (MCS04), Cagliari (Italy), 2004, vol. 3077, pp. 364-373.
G. L. Marcialis, Roli, F., and Loddo, P., Fusion of Multiple Matchers for Fingerprint Verification, in 8th Congress of Italian Association for Artificial Intelligence, Siena (Italy), 2002.
G. L. Marcialis, Rattani, A., and Roli, F., Biometric template update: an experimental investigation on the relationship between update errors and performance degradation in face verification, in Joint IAPR Int. Workshop on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR08, Orlando (Florida, USA), 2008.
G. L. Marcialis, Mastinu, P., and 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. L. Marcialis and Roli, F., Fingerprint verification by decision-level fusion of optical and capacitive sensors, in International Workshop on Biometric Authentication (BioAW04), Prague (Czech Republic), 2004, vol. 3087, pp. 307-317.
G. L. Marcialis, Lewicke, A., Tan, B., Coli, P., Congiu, A., Tidu, A., Roli, F., and Schuckers, S., First International Fingerprint Liveness Detection Competition, in 14th International Conference on Image Analysis and Processing, Vietri sul Mare (Italy), 2009.
G. L. Marcialis, Ghiani, L., Vetter, K., Morgeneier, D., and Roli, F., Large Scale Experiments on Fingerprint Liveness Detection, in Joint IAPR Int. Work. on Structural and Statistical Pattern Recognition (SPR & SSPR 2012), Hiroshima (Japan), 2012. (452.46 KB)
G. L. Marcialis and Roli, F., Perceptron-based fusion of multiple fingerprint matchers, in First International Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR03), Firenze (Italy), 2003, pp. 92-99.
G. L. Marcialis and Roli, F., Fusion of PCA and LDA for Face Verification, in Post-ECCV Workshop on Biometric Authentication (BIOMET02), Copenhagen (Denmark), 2002, vol. 2359, pp. 30-37.
G. L. Marcialis, Roli, F., and Serrau, A., Graph-Based and Structural Methods for Fingerprint Classification, in Applied Graph Theory in Computer Vision and Pattern Recognition, A. Kandel, Bunke, H., and Last, M. Springer, 2007, pp. 205-226.
G. L. Marcialis, Roli, F., and Didaci, L., Multimodal fingerprint verification by score-level fusion: an experimental investigation, Journal of Intelligent and Fuzzy Systems, vol. 24, 2013.
G. L. Marcialis, Roli, F., and Muntoni, D., Group-specific face verification using soft biometrics, Journal of Visual Languages and Computing, vol. 20, pp. 101-109, 2009.
M. Mauri, Mulas, A., and Ariu, D., The Dark Side of Open Data, 2nd International Workshop on Knowledge Discovery on the WEB (KDWEB). Cagliari, 2016. (124.62 KB) (1.33 MB)
M. Melis, Maiorca, D., Biggio, B., Giacinto, G., and Roli, F., Explaining Black-box Android Malware Detection, in 26th European Signal Processing Conference (EUSIPCO '18), Rome, Italy, 2018, pp. 524-528. (431.78 KB)
M. Melis, Piras, L., Biggio, B., Giacinto, G., Fumera, G., and Roli, F., Fast Image Classification with Reduced Multiclass Support Vector Machines, in 18th Int'l Conf. on Image Analysis and Processing, Genova, Italy, 2015, vol. Image Analysis and Processing (ICIAP 2015), pp. 78-88. (829.37 KB)
M. Melis, Demontis, A., Biggio, B., Brown, G., Fumera, G., and Roli, F., Is Deep Learning Safe for Robot Vision? Adversarial Examples against the iCub Humanoid, in ICCV 2017 Workshop on Vision in Practice on Autonomous Robots (ViPAR), Venice, Italy, 2017, vol. 2017 IEEE International Conference on Computer Vision Workshops (ICCVW), pp. 751-759. (3.16 MB)
A. Montali, Giacinto, G., Migliaccio, M., and Gambardella, A., Supervised Pattern Classification Techniques for Oil Spill Classification in SAR Images: Preliminary Results, in SEASAR2006 Workshop, ESA-ESRIN, Frascati, Italy, 2006, pp. 23-26.
L. Muñoz-González, Biggio, B., Demontis, A., Paudice, A., Wongrassamee, V., Lupu, E. C., and Roli, F., Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization, in 10th ACM Workshop on Artificial Intelligence and Security, 2017, pp. 27-38.
V. Mura, Yambay, D., Ghiani, L., Marcialis, G. L., Schuckers, S., and Roli, F., LivDet 2015 – Fingerprint Liveness Detection Competition 2015, in 7th IEEE Int. Conference on Biometrics: Technology, Applications and Systems (BTAS 2015), 2015. (178.26 KB)
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M. Narouei, Ahmadi, M., Giacinto, G., Takabi, H., and Sami, A., DLLMiner: structural mining for malware detection, Security and Communication Networks, 2015. (731.78 KB)
B. Nelson, Biggio, B., and Laskov, P., Microbagging Estimators: An Ensemble Approach to Distance-weighted Classifiers, in Journal of Machine Learning Research - Proc. 3rd Asian Conference on Machine Learning (ACML 2011), Taoyuan, Taiwan, 2011, vol. 20, pp. 63-79. (481.46 KB)
B. Nelson, Biggio, B., and Laskov, P., Understanding the Risk Factors of Learning in Adversarial Environments, in 4th ACM Workshop on Artificial Intelligence and Security (AISec 2011), Chicago, IL, USA, 2011, pp. 87–92. (132.42 KB)
W. W. Y. Ng, Hu, J., Yeung, D., Yin, S., and Roli, F., Diversified Sensitivity based Undersampling for Imbalance Classification Problems, IEEE Transactions on Cybernetics, In Press. (1.91 MB)

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