Publications

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2017
L. Zhou, Piras, L., Rieger, M., Boato, G., Dang-Nguyen, D. - T., and Gurrin, C., “Organizer Team at ImageCLEFlifelog 2017: Baseline Approaches for Lifelog Retrieval and Summarization”, in CLEF working notes, CEUR, Dublin, 2017, vol. 1866. (220.99 KB)
B. Ionescu, Müller, H., Villegas, M., Arenas, H., Boato, G., Dang-Nguyen, D. - T., Cid, Y. Dicente, Eickhoff, C., de Herrera, A. García Se, Gurrin, C., Islam, B., Kovalev, V., Liauchuk, V., Mothe, J., Piras, L., Riegler, M., and Schwall, I., “Overview of ImageCLEF 2017: Information extraction from images”, in CLEF 2017 Proceedings, Dublin, Ireland, 2017, pp. 315-337.
D. - T. Dang-Nguyen, Piras, L., Riegler, M., Boato, G., Zhou, L., and Gurrin, C., “Overview of ImageCLEFlifelog 2017: Lifelog Retrieval and Summarization”, in CLEF2017 Working Notes, Dublin, Ireland, 2017, vol. 1866. (1.7 MB)
E. Santucci, Didaci, L., Fumera, G., and Roli, F., “A Parameter Randomization Approach for Constructing Classifier Ensembles”, Pattern Recognition, vol. 69, pp. 1-13, 2017. (448.73 KB)
S. Rota Bulò, Biggio, B., Pillai, I., Pelillo, M., and Roli, F., “Randomized Prediction Games for Adversarial Machine Learning”, IEEE Transactions on Neural Networks and Learning Systems, vol. 28, no. 11, pp. 2466-2478, 2017. (1.52 MB) (256.21 KB)
D. Maiorca, Mercaldo, F., Giacinto, G., Visaggio, A., and Martinelli, F., “R-PackDroid: API Package-Based Characterization and Detection of Mobile Ransomware”, in ACM Symposium on Applied Computing (SAC 2017 - Acceptance Rate 15.7%), 2017, pp. 1718-1723. (272.44 KB)
B. Biggio, Fumera, G., Marcialis, G. L., and Roli, F., “Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems”, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 39, no. 3, pp. 561-575, 2017. (5.7 MB)
L. Muñoz-González, Biggio, B., Demontis, A., Paudice, A., Wongrassamee, V., Lupu, E. C., and Roli, F., “Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization”, in 10th ACM Workshop on Artificial Intelligence and Security, 2017, pp. 27-38. (4.08 MB)
M. Ahmed, Didaci, L., Fumera, G., Roli, F., and Lavi, B., “Using Diversity for Classifier Ensemble Pruning: An Empirical Investigation”, Theoretical and Applied Informatics, vol. 29, no. 1&2, pp. 25-39, 2017.
2016
M. A. A. Dewan, Granger, E., Marcialis, G. L., Sabourin, R., and Roli, F., “Adaptive Appearance Model Tracking for Still-to-Video Face Recognition”, Pattern Recognition, vol. 49, no. 1, 2016. (6.51 MB)
F. Zhang, Chan, P. P. K., Biggio, B., Yeung, D. S., and Roli, F., “Adversarial Feature Selection Against Evasion Attacks”, IEEE Transactions on Cybernetics, vol. 46, no. 3, pp. 766-777, 2016. (2.12 MB)
R. Soleymani, Granger, E., and Fumera, G., “Classifier Ensembles with Trajectory Under-Sampling for Face Re-Identification”, in 5th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2016), Rome, Italy, 2016, vol. 1, pp. 97-108. (556.82 KB)
M. Mauri, Mulas, A., and 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)
D. Maiorca, “Design and Implementation of Robust Systems for Secure Malware Detection (Ph.D. Thesis)”, University of Cagliari, Italy, Cagliari, 2016. (5.34 MB)
M. Ahmadi, Biggio, B., Arzt, S., Ariu, D., and Giacinto, G., “Detecting Misuse of Google Cloud Messaging in Android Badware”, in 6th Workshop on Security and Privacy in Smartphones and Mobile Devices (SPSM), Vienna, Austria, 2016, pp. 103-112. (626.38 KB)
S. Kumar Dash, Suarez-Tangil, G., Khan, S., Tam, K., Ahmadi, M., Kinder, J., and Cavallaro, L., “DroidScribe: Classifying Android Malware Based on Runtime Behavior”, in Mobile Security Technologies (MoST 2016), 2016. (571.22 KB)
J. Hoffmann, Rytilahti, T., Maiorca, D., Winandy, M., Giacinto, G., and Holz, T., “Evaluating Analysis Tools for Android Apps: Status Quo and Robustness against Obfuscation”, Proceedings of the 6th ACM Conference on Data and Application Security and Privacy (CODASPY 2016, 09-11 March, 2016). 2016. (726.65 KB)
J. Hoffmann, Rytilahti, T., Maiorca, D., Winandy, M., Giacinto, G., and Holz, T., “Evaluating Analysis Tools for Android Apps: Status Quo and Robustness Against Obfuscation”, Horst Görtz Institut for IT Security (Ruhr-University Bochum), Technical Report TR-HGI-2016-003, 2016. (519.16 KB)
M. Villegas, Müller, H., de Herrera, A. García Se, Schaer, R., Bromuri, S., Gilbert, A., Piras, L., Wang, J., Yan, F., Ramisa, A., Dellandrea, E., Gaizauskas, R., Puigcerver, K. Mikolajczy, Toselli, A. H., Sánchez, J. - A., and Vidal, E., “General Overview of ImageCLEF at the CLEF 2016 Labs”, in Lecture Notes in Computer Science, Springer International Publishing, 2016. (1.07 MB)
I. Rida, Jiang, X., and Marcialis, G. L., “Human Body Part Selection by Group Lasso of Motion for Model-Free Gait Recognition”, IEEE Signal Processing Letters, vol. 23, no. 1, 2016. (692.14 KB)
D. - T. Dang-Nguyen, Piras, L., Riegler, M., Gurrin, C., Boato, G., and Halvorsen, P., “ImageCLEF 2017 LifeLog task”, in Challenges in Machine Learning: Gaming and Education (CiML - NIPS 2016 workshop), Barcelona, Spain, 2016. (80.25 KB)
R. Soleymani, Granger, E., and Fumera, G., “Loss Factors for Learning Boosting Ensembles from Imbalanced Data”, in 23rd International Conference on Pattern Recognition (ICPR 2016), Cancún, Mexico, 2016. (435.44 KB)
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, pp. 1-2. (138.98 KB)
A. Crobe, Demuru, M., Didaci, L., Marcialis, G. L., and Fraschini, M., “Minimum spanning tree and K-Core decomposition as measure of subject-specific EEG traits”, Biomedical Physics and Engineering Express, vol. 1, no. 2, p. 017001, 2016. (802.39 KB)
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)

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