Publications

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W. W. Y. Ng, Hu, J., Yeung, D., Yin, S., e Roli, F., «Diversified Sensitivity based Undersampling for Imbalance Classification Problems», IEEE Transactions on Cybernetics, In Press. (1.91 MB)
B. Nelson, Biggio, B., e 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, pagg 63-79. (481.46 KB)
B. Nelson, Biggio, B., e 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, pagg 87–92. (132.42 KB)
M. Narouei, Ahmadi, M., Giacinto, G., Takabi, H., e Sami, A., «DLLMiner: structural mining for malware detection», Security and Communication Networks, 2015. (731.78 KB)
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V. Mura, Yambay, D., Ghiani, L., Marcialis, G. L., Schuckers, S., e 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)
L. Muñoz-González, Biggio, B., Demontis, A., Paudice, A., Wongrassamee, V., Lupu, E. C., e Roli, F., «Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization», in 10th ACM Workshop on Artificial Intelligence and Security, 2017, pagg 27-38. (4.08 MB)
A. Montali, Giacinto, G., Migliaccio, M., e Gambardella, A., «Supervised Pattern Classification Techniques for Oil Spill Classification in SAR Images: Preliminary Results», in SEASAR2006 Workshop, ESA-ESRIN, Frascati, Italy, 2006, pagg 23-26.
M. Melis, Piras, L., Biggio, B., Giacinto, G., Fumera, G., e 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), pagg 78-88. (829.37 KB)
M. Melis, Demontis, A., Biggio, B., Brown, G., Fumera, G., e 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), pagg 751-759. (3.16 MB)
M. Melis, Demontis, A., Pintor, M., Sotgiu, A., e Biggio, B., «secml: A Python Library for Secure and Explainable Machine Learning». 2019. (1.1 MB)
M. Melis, Maiorca, D., Biggio, B., Giacinto, G., e Roli, F., «Explaining Black-box Android Malware Detection», in 26th European Signal Processing Conference (EUSIPCO '18), Rome, Italy, 2018, pagg 524-528. (431.78 KB)
M. Mauri, Mulas, A., e 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)
G. L. Marcialis e Roli, F., «Decision-level fusion of PCA and LDA-based face recognition algorithms», International Journal of Image and Graphics, vol 6, pagg 293-311, 2006.
G. L. Marcialis e 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, pagg 307-317.
G. L. Marcialis e Roli, F., «Perceptron-based fusion of multiple fingerprint matchers», in First International Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR03), Firenze (Italy), 2003, pagg 92-99.
G. L. Marcialis, Lewicke, A., Tan, B., Coli, P., Congiu, A., Tidu, A., Roli, F., e 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, Roli, F., Coli, P., e Delogu, G., «A Fingerprint Forensic Tool for Criminal Investigations», in Handbook of Research on Computational Forensics, Digital Crime and Investigation: Methods and Solutions, C. - T. Li IGI Press, 2010, pagg 23-52.
G. L. Marcialis, Ghiani, L., Vetter, K., Morgeneier, D., e 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 e Roli, F., «Fusion of PCA and LDA for Face Verification», in Post-ECCV Workshop on Biometric Authentication (BIOMET02), Copenhagen (Denmark), 2002, vol 2359, pagg 30-37.
G. L. Marcialis e Roli, F., «Fusion of multiple fingerprint matchers by single-layer perceptron with class-separation loss function», Pattern Recognition Letters, vol 26, pagg 1830-1839, 2005.
G. L. Marcialis e Roli, F., «Fusion of Face Recognition Algorithms for Video-Based Surveillance Systems», in Multisensor Surveillance Systems: The Fusion Perspective, G. L. Foresti; C. Varshney Kluwer Academic, 2003, pagg 235-250.
G. L. Marcialis e Roli, F., «Fusion of appearance-based face recognition algorithms», Pattern Analysis and Applications, vol 7, pagg 151-163, 2004.
G. L. Marcialis, Roli, F., e Fadda, G., «A Novel Method for Head Pose Estimation based on the ``Vitruvian Man''», International Journal of Machine Learning and Cybernetics, vol 5, n° 1, 2014. (1.06 MB)
G. L. Marcialis, Roli, F., e Didaci, L., «Personal identity verification by serial fusion of fingerprint and face matchers», Pattern Recognition, vol 42, pagg 2807-2817, 2009.
G. L. Marcialis, Roli, F., e Schuckers, S., «Liveness Detection Competition 2009», Biometric Technology Today, vol 17, n° 3, 2009.

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