Publications

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A. Demontis, Melis, M., Biggio, B., Maiorca, D., Arp, D., Rieck, K., Corona, I., Giacinto, G., and Roli, F., “Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection”, IEEE Trans. Dependable and Secure Computing, vol. 16, no. 4, pp. 711-724, 2019. (3.61 MB)
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B. Biggio and Roli, F., “Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning”, Pattern Recognition, vol. 84, pp. 317-331, 2018. (3.76 MB)
G. L. Marcialis, Didaci, L., Pisano, A., Granger, E., and 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.
A. Demontis, Melis, M., Pintor, M., Jagielski, M., Biggio, B., Oprea, A., Nita-Rotaru, C., and Roli, F., “Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks”, in 28th Usenix Security Symposium, Santa Clara, California, USA, 2019, vol. 28th {USENIX} Security Symposium ({USENIX} Security 19), p. 321--338. (1.09 MB)
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P. Coli, Marcialis, G. L., and Roli, F., “Vitality detection from fingerprint images: a critical survey”, in 2nd International Conference on Biometrics ICB 2007, Seoul (South Korea), 2007, vol. 4642, pp. 722-731.
M. A. A. Dewan, Granger, E., Sabourin, R., Marcialis, G. L., and Roli, F., “Video Face Recognition From A Single Still Image Using an Adaptive Appearance Model Tracker”, in IEEE Symposium Series on Computational Intelligence: IEEE Symposium on Computational Intelligence in Biometrics and Identity Management (CIBIM 2015), 2015, pp. 192-202. (533.82 KB)
G. L. Marcialis, Roli, F., Andronico, P., Multineddu, P., Coli, P., and 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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L. Didaci and Roli, F., “Using Co-training and Self-training in Semi-Supervised Multiple Classifier Systems”, in Statistical Techniques in Pattern Recognition, Hong Kong, China, 2006.
G. Giacinto, Roli, F., and Fumera, G., “Unsupervised Learning of Neural Network Ensembles for Image Classification”, in IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000), Como, Italy, 2000, vol. III, pp. 155-159.
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G. Fumera, Pillai, I., and Roli, F., “A Two-Stage Classifier with Reject Option for Text Categorisation”, in 5th Int. Workshop on Statistical Techniques in Pattern Recognition (SPR 2004), Lisbon, Portugal, 2004, vol. 3138, pp. 771-779. (151.61 KB)
J. - M. Xu, Fumera, G., Roli, F., and Zhou, Z. - H., “Training SpamAssassin with Active Semi-supervised Learning”, in 6th Conference on Email and Anti-Spam (CEAS 2009), Mountain View, CA, USA, 2009.
P. Temple, Acher, M., Perrouin, G., Biggio, B., Jezequel, J. - M., and Roli, F., “Towards Quality Assurance of Software Product Lines with Adversarial Configurations”, in Proceedings of the 23rd International Systems and Software Product Line Conference - Volume A, New York, NY, USA, 2019, pp. 277–288. (2.09 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)
I. Pillai, Fumera, G., and Roli, F., “Threshold optimisation for multi-label classifiers”, Pattern Recognition, vol. 46, no. 7, 2013. (445.97 KB)
G. Giacinto and Roli, F., “A theoretical framework for dynamic classifier selection”, in 15th International Conference on Pattern Recognition, Barcelona, Spain, 2000, vol. 2, pp. 8-11.
L. Didaci, Marcialis, G. L., and Roli, F., “A Theoretical and Experimental Analysis of Template Co-update in Biometric Verification Systems”, in Joint IAPR Int. Workshop on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR08, Orlando (Florida, USA), 2008.
G. Fumera and Roli, F., “A Theoretical and Experimental Analysis of Linear Combiners for Multiple Classifier Systems”, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, pp. 942-956, 2005. (887.92 KB)
G. Fumera, Roli, F., and Serrau, A., “A Theoretical Analysis of Bagging as a Linear Combination of Classifiers”, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30, pp. 1293-1299, 2008. (895.49 KB)
A. Rattani, Marcialis, G. L., and Roli, F., “Temporal Analysis of Biometric Template Update Procedures in Uncontrolled Environment”, in International Conference on Image Analysis and Processing (ICIAP'11), Ravenna, Italy, Ravenna (Italy), 2011.
A. Rattani, Freni, B., Marcialis, G. L., and Roli, F., “Template update methods in adaptive biometric systems: a critical review”, in 3rd International Conference on Biometrics, Alghero (Italy), 2009, vol. 5558, pp. 847-856.
B. Freni, Marcialis, G. L., and Roli, F., “Template Selection by Editing Algorithms: a Case Study in Face Recognition”, in Joint IAPR Int. Workshop on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR08, Orlando (Florida, USA), 2008.
F. Roli, Didaci, L., and Marcialis, G. L., “Template co-update in multimodal biometric systems”, in 2nd International Conference on Biometrics ICB 2007, Seoul (South Korea), 2007, vol. 4642, pp. 1194-1202.
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B. Biggio, Fumera, G., Pillai, I., and Roli, F., “A survey and experimental evaluation of image spam filtering techniques”, Pattern Recognition Letters, vol. 32, pp. 1436 - 1446, 2011. (2.12 MB)
G. Fumera and Roli, F., “Support Vector Machines with Embedded Reject Option”, in Int. Workshop on Pattern Recognition with Support Vector Machines (SVM2002), Niagara Falls, Canada, 2002, pp. 68-82.
H. Xiao, Biggio, B., Nelson, B., Xiao, H., Eckert, C., and Roli, F., “Support Vector Machines under Adversarial Label Contamination”, Neurocomputing, Special Issue on Advances in Learning with Label Noise, vol. 160, pp. 53-62, 2015. (2.8 MB)

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