Publications

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N. C. Oza, Polikar, R., Kittler, J., e Roli, F., Multiple Classifier Systems, vol 3541. Springer-Verlag, 2005.
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V. - T. Ninh, Le, T. - K., Zhou, L., Piras, L., Riegler, M., Lux, M., Tran, M. - T., Gurrin, C., e Dang-Nguyen, D. - T., «LIFER 2.0: Discovering Personal Lifelog Insights using an Interactive Lifelog Retrieval System», in Working Notes of {CLEF} 2019 - Conference and Labs of the Evaluation Forum, Lugano, Switzerland, September 9-12, 2019., 2019. (1.56 MB)
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, 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. 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. 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, 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 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., «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., 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., 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, 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., «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 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, Roli, F., Andronico, P., Multineddu, P., Coli, P., e Delogu, G., «Video Biometric Surveillance and Forensic Image Analysis», in First Workshop on Video Surveillance projects in Italy (VISIT 2008), Modena (Italy), 2008.

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