Publications

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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.
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, Mastinu, P., e 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 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, 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, Roli, F., e Serrau, A., «Graph-Based and Structural Methods for Fingerprint Classification», in Applied Graph Theory in Computer Vision and Pattern Recognition, A. Kandel, Bunke, H., e Last, M. Springer, 2007, pagg 205-226.
G. L. Marcialis, Roli, F., e 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., 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 Muntoni, D., «Group-specific face verification using soft biometrics», Journal of Visual Languages and Computing, vol 20, pagg 101-109, 2009.
G. L. Marcialis e Roli, F., «Serial fusion of fingerprint and face matchers», in 7th Int. Workshop on Multiple Classifiers Systems MCS07, Prague (Czech Republic), 2007, vol 4472.
G. L. Marcialis, Roli, F., e Schuckers, S., «Liveness Detection Competition 2009», Biometric Technology Today, vol 17, n° 3, 2009.
G. L. Marcialis, Didaci, L., Pisano, A., Granger, E., e Roli, F., «Why template self-update should work in biometric authentication systems?», in Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on, Montreal, QC, 2012.
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, 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.

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