Publications

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2018
M. Jagielski, Oprea, A., Biggio, B., Liu, C., Nita-Rotaru, C., e Li, B., «Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning», in 39th IEEE Symposium on Security and Privacy, 2018. (1.02 MB)
B. Lavi, Fumera, G., e Roli, F., «Multi-Stage Ranking Approach for Fast Person Re-Identification», IET Computer Vision, vol 12, n° 4, pag 7, 2018. (1.07 MB)
2017
D. - T. Dang-Nguyen, Piras, L., Giacinto, G., Boato, G., e De Natale, F. G. B., «Multimodal Retrieval with Diversification and Relevance Feedback for Tourist Attraction Images», ACM Transactions on Multimedia Computing, Communications, and Applications, vol 13, n° 4, 2017. (5.94 MB)
2016
B. Biggio, «Machine Learning under Attack: Vulnerability Exploitation and Security Measures (Invited Keynote at IH&MMSec '16)», in 4th ACM Workshop on Information Hiding & Multimedia Security, Vigo, Spain, 2016, pagg 1-2. (138.98 KB)
A. Crobe, Demuru, M., Didaci, L., Marcialis, G. L., e Fraschini, M., «Minimum spanning tree and K-Core decomposition as measure of subject-specific EEG traits», Biomedical Physics and Engineering Express, vol 1, n° 2, pag 017001, 2016. (802.39 KB)
L. Putzu, Di Ruberto, C., e Fenu, G., «A mobile application for leaf detection in complex background using saliency maps», Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol 10016 LNCS, pagg 570 – 581, 2016.
2015
D. Ariu, Corona, I., Tronci, R., e Giacinto, G., «Machine Learning in Security Applications», Trans. Mach. Learn. Data Min., vol 8, pagg 3-39, 2015.
C. Ruiz, Arroyo, S., Krsteski, I., Dago, P., Sanchez, J., Perez-Freire, L., De Rosa, A., Fontani, M., Costanzo, A., Piva, A., Ariu, D., Piras, L., Ahumada, R., e Jerian, M., «The maven project: Management and Authenticity Verification of multimedia contents», in Multimedia Expo Workshops (ICMEW), 2015 IEEE International Conference on, 2015, pagg 1-4. (194.87 KB)
F. Pala, Satta, R., Fumera, G., e Roli, F., «Multi-modal Person Re-Identification Using RGB-D Cameras», IEEE Transactions on Circuits and Systems for Video Technology, 2015. (1.58 MB) (29.9 KB)
D. - T. Dang-Nguyen, Boato, G., De Natale, F. G. B., Piras, L., Giacinto, G., Tuveri, F., e Angioni, M., «Multimodal-based Diversified Summarization in Social Image Retrieval», in Working Notes Proceedings of the MediaEval 2015 Workshop, Wurzen, Germany, September 14-15, 2015., 2015. (755.79 KB)
C. Di Ruberto, Loddo, A., e Putzu, L., «A multiple classifier learning by sampling system for white blood cells segmentation», Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol 9257, pagg 415 – 425, 2015.
2014
G. Fumera, Marcialis, G. L., Biggio, B., Roli, F., e Schuckers, S. C., «Multimodal Anti-Spoofing in Biometric Recognition Systems», in Handbook of Biometric Anti-Spoofing, S. Marcel, Nixon, M., e Li, S. Z. Springer, 2014, pagg 165-184. (155.83 KB)
2013
I. Pillai, Fumera, G., e Roli, F., «Multi-label classification with a reject option», Pattern Recognition, vol 46, n° 8, 2013. (280.71 KB)
A. Rattani, Marcialis, G. L., e Roli, F., «A multi-modal dataset, protocol and tools for adaptive biometric systems: A benchmarking study», International Journal of Biometrics, vol 5, n° 3/4, 2013. (968.88 KB)
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.
2011
D. Ariu, Giacinto, G., e Roli, F., «Machine Learning in Computer Forensics (and the Lessons Learned from Machine Learning in Computer Security)», in AISec 2011: 4th ACM Workshop on Artificial Intelligence and Security, Chicago, IL, USA, 2011. (379.05 KB)
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)
D. Ariu e Giacinto, G., «A modular architecture for the analysis of HTTP payloads based on Multiple Classifiers», in 10th Int. Workshop on Multiple Classifier Systems (MCS 2011), Naples, Italy, 2011. (244.9 KB)
R. Satta, Fumera, G., Roli, F., Cristani, M., e Murino, V., «A Multiple Component Matching Framework for Person Re-Identification», in 16th Int. Conf. on Image Analysis and Processing (ICIAP 2011), Ravenna, Italy, 2011. (519.85 KB)
2010
G. Giacinto, «Moving Targets - When Data Classes Depend on Subjective Judgement, or They Are Crafted by an Adversary to Mislead Pattern Analysis Algorithms - The Cases of Content Based Image Retrieval and Adversarial Classification», in Advances in Data Mining. Applications and Theoretical Aspects, vol LNCS 6171, P. Perner Springer-Verlag, 2010, pagg 1-16.
B. Biggio, Fumera, G., e Roli, F., «Multiple Classifier Systems for Robust Classifier Design in Adversarial Environments», Journal of Machine Learning and Cybernetics, vol 1, pagg 27–41, 2010. (844.91 KB)
B. Biggio, Fumera, G., e Roli, F., «Multiple Classifier Systems under Attack», in 9th Int. Workshop on Multiple Classifier Systems (MCS 2010), Cairo, Egypt, 2010, vol 5997, pagg 74–83. (231.42 KB)
2009
R. Perdisci, Ariu, D., Fogla, P., Giacinto, G., e Lee, W., «McPAD: A Multiple Classifier System for Accurate Payload-based Anomaly Detection», Computer Networks, vol 53, pagg 864-881, 2009. (882.94 KB)
L. Didaci, Marcialis, G. L., e Roli, F., «Modelling FRR of biometric verification systems using the template co-update algorithm», in 3rd International Conference on Biometrics, Alghero (Italy), 2009, vol 5558, pagg 765-774.
J. Atli Benediktsson, Kittler, J., e Roli, F., Multiple Classifier Systems, vol 5519. Reykjavik, Iceland: Springer, 2009, pag 540.

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