Publications

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Conference Paper
M. Jagielski, Oprea, A., Biggio, B., Liu, C., Nita-Rotaru, C., and Li, B., Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning, in 39th IEEE Symposium on Security and Privacy, 2018. (1.02 MB)
A. Gambardella, Giacinto, G., and Migliaccio, M., On the Mathematical Formulation of the SAR Oil-Spill Observation Problem, in IEEE International Geoscience and Remote Sensing Symposium, 2008. IGARSS 2008, 2008, vol. 3, p. III -1382-III -1385.
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., and Jerian, M., The maven project: Management and Authenticity Verification of multimedia contents, in Multimedia Expo Workshops (ICMEW), 2015 IEEE International Conference on, 2015, pp. 1-4. (194.87 KB)
D. Ariu, Corona, I., Giacinto, G., and Roli, F., McPAD and HMMWeb: two different approaches for the detection of attacks against Web applications, in Italian Workshop on Privacy and Security (PRISE), Rome, 2008. (309.2 KB)
G. Fumera, Roli, F., and Vernazza, G., A Method for Error Rejection in Multiple Classifier Systems, in 11th International Conference on Image Analysis and Processing (ICIAP 2001), 2001, pp. 454-458.
F. Roli, Giacinto, G., and Vernazza, G., Methods for Designing Multiple Classifier Systems, in 2nd Int. Workshop on Multiple Classifier Systems (MCS 2001), Cambridge, United Kingdom, 2001, vol. 2096, pp. 78-87.
G. Giacinto and Roli, F., Methods for Dynamic Classifier Selection, in 10th International Conference on Image Analysis and Processing, Venice, Italy, 1999, pp. 659-664.
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)
L. Didaci, Marcialis, G. L., and 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, pp. 765-774.
D. Ariu and 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)
G. Giacinto, Roli, F., and Didaci, L., A Modular Multiple Classifier System for the Detection of Intrusions in Computer Networks, in 4th Int. Workshop on Multiple Classifier Systems (MCS 2003), Guildford, United Kingdom, 2003, vol. 2709, pp. 346-355.
D. - T. Dang-Nguyen, Boato, G., De Natale, F. G. B., Piras, L., Giacinto, G., Tuveri, F., and 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)
B. Biggio, Fumera, G., and Roli, F., Multiple Classifier Systems for Adversarial Classification Tasks, in 8th Int. Workshop on Multiple Classifier Systems (MCS 2009), Reykjavik, Iceland, 2009, vol. 5519, pp. 132-141. (459.88 KB)
B. Biggio, Fumera, G., and Roli, F., Multiple Classifier Systems under Attack, in 9th Int. Workshop on Multiple Classifier Systems (MCS 2010), Cairo, Egypt, 2010, vol. 5997, pp. 74–83. (231.42 KB)
R. Satta, Fumera, G., Roli, F., Cristani, M., and 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)
G. Fumera, Roli, F., and Giacinto, G., Multiple Reject Thresholds for Improving Classification Reliability, in Joint IAPR Int. Workshops on Syntactical and Structural Pattern Recognition and Statistical Pattern Recognition (S+SSPR 2000), Alicante, Spain, 2000, vol. 1876, pp. 863-871.
G. Giacinto, A Nearest-Neighbor Approach to Relevance Feedback in Content Based Image Retrieval, in 6th ACM international conference on Image and video retrieval (CIVR'07), Amsterdam, 2007, pp. 456-463.
G. Giacinto and Roli, F., Nearest-Prototype Relevance Feedback for Content Based Image Retrieval, in Int. Conf. on Pattern Recognition (ICPR 2004), Cambridge (UK), 2004, pp. 989-992.
L. Piras and Giacinto, G., Neighborhood-Based Feature Weighting for Relevance Feedback in Content-Based Retrieval, in 10th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS), London, United Kingdom, 2009, pp. 238-241. (181.68 KB)
G. Giacinto, Perdisci, R., and Roli, F., Network Intrusion Detection by Combining One-class Classifiers, in 13th International Conference on Image Analysis and Processing (ICIAP 2005), Cagliari, Italy, 2005, vol. 3617, pp. 58-65.
Y. Yao, Marcialis, G. L., Pontil, M., Frasconi, P., and Roli, F., A New Machine Learning Approach to Fingerprint Classification, in 7mo Congresso dell’Associazione Italiana per l’Intelligenza Artificiale, Bari (Italy), 2001, vol. 2175, pp. 57-63.
M. Ahmadi, Ulyanov, D., Semenov, S., Trofimov, M., and Giacinto, G., Novel Feature Extraction, Selection and Fusion for Effective Malware Family Classification, in Proceedings of the Sixth ACM on Conference on Data and Application Security and Privacy, 2016, pp. 183–194. (6.49 MB)
B. Biggio, Corona, I., He, Z. - M., Chan, P. P. K., Giacinto, G., Yeung, D. S., and Roli, F., One-and-a-half-class Multiple Classifier Systems for Secure Learning against Evasion Attacks at Test Time, in Int'l Workshop on Multiple Classifier Systems (MCS), 2015, vol. 9132, pp. 168-180. (467.23 KB)
B. Freni, Marcialis, G. L., and Roli, F., Online and offline fingerprint template update using minutiae: an experimental comparison, in 5th International Workshop on Automated Motion and Deformable Objects (AMDO 2008), Andratx (Mallorca, Spain), 2008, vol. 5098, pp. 441-448.
L. Piras and Giacinto, G., Open issues on codebook generation in Image Classification tasks, in 10th International Conference Machine Learning and Data Mining (MLDM), St. Petersburg, Russia, 2014, pp. 328-342. (229.92 KB)

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