Publications

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G. Fumera, Pillai, I., e Roli, F., «Spam filtering based on the analysis of text information embedded into images», Journal of Machine Learning Research (special issue on Machine Learning in Computer Security), vol 7, pagg 2699-2720, 2006.
B. Biggio, Melis, M., Fumera, G., e Roli, F., «Sparse Support Faces», in Int'l Conf. on Biometrics (ICB), 2015, pagg 208-213. (702.84 KB)
B. Biggio, Fumera, G., Marcialis, G. L., e Roli, F., «Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems», IEEE Transactions on Pattern Analysis and Machine Intelligence, vol 39, n° 3, pagg 561-575, 2017. (5.7 MB)
L. Didaci, Giacinto, G., Roli, F., e Marcialis, G. L., «A study on the performances of Dynamic Classifier Selection based on Local Accuracy Estimation», Pattern Recognition, vol 38, pagg 2188-2191, 2005.
A. Demontis, Melis, M., Biggio, B., Fumera, G., e Roli, F., «Super-sparse Learning in Similarity Spaces», IEEE Computational Intelligence Magazine, vol 11, n° 4, pagg 36-45, 2016. (555.22 KB)
A. Demontis, Biggio, B., Fumera, G., e Roli, F., «Super-Sparse Regression for Fast Age Estimation From Faces at Test Time», in 18th Int'l Conf. on Image Analysis and Processing (ICIAP), Genova, Italy, 2015, vol Image Analysis and Processing (ICIAP 2015), pagg 551-562. (678.7 KB)
P. Pellegretti, Roli, F., Serpico, S. B., e Vernazza, G., «Supervised learning of descriptions for image recognition purposes», IEEE Transactions on Pattern Analysis and Machine Intelligence, vol 16, pagg 92-98, 1994.
F. Roli e Fumera, G., «Support vector machines for remote-sensing image classification», in Image and Signal Processing for Remote Sensing VI, 2001, vol 4170, pagg 160-166.
H. Xiao, Biggio, B., Nelson, B., Xiao, H., Eckert, C., e Roli, F., «Support Vector Machines under Adversarial Label Contamination», Neurocomputing, Special Issue on Advances in Learning with Label Noise, vol 160, pagg 53-62, 2015. (2.8 MB)
G. Fumera e Roli, F., «Support Vector Machines with Embedded Reject Option», in Int. Workshop on Pattern Recognition with Support Vector Machines (SVM2002), Niagara Falls, Canada, 2002, pagg 68-82.
B. Biggio, Fumera, G., Pillai, I., e Roli, F., «A survey and experimental evaluation of image spam filtering techniques», Pattern Recognition Letters, vol 32, pagg 1436 - 1446, 2011. (2.12 MB)
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F. Roli, Didaci, L., e Marcialis, G. L., «Template co-update in multimodal biometric systems», in 2nd International Conference on Biometrics ICB 2007, Seoul (South Korea), 2007, vol 4642, pagg 1194-1202.
B. Freni, Marcialis, G. L., e 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.
A. Rattani, Freni, B., Marcialis, G. L., e Roli, F., «Template update methods in adaptive biometric systems: a critical review», in 3rd International Conference on Biometrics, Alghero (Italy), 2009, vol 5558, pagg 847-856.
A. Rattani, Marcialis, G. L., e 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.
G. Fumera, Roli, F., e Serrau, A., «A Theoretical Analysis of Bagging as a Linear Combination of Classifiers», IEEE Transactions on Pattern Analysis and Machine Intelligence, vol 30, pagg 1293-1299, 2008. (895.49 KB)
G. Fumera e Roli, F., «A Theoretical and Experimental Analysis of Linear Combiners for Multiple Classifier Systems», IEEE Transactions on Pattern Analysis and Machine Intelligence, vol 27, pagg 942-956, 2005. (887.92 KB)
L. Didaci, Marcialis, G. L., e 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. Giacinto e Roli, F., «A theoretical framework for dynamic classifier selection», in 15th International Conference on Pattern Recognition, Barcelona, Spain, 2000, vol 2, pagg 8-11.
I. Pillai, Fumera, G., e Roli, F., «Threshold optimisation for multi-label classifiers», Pattern Recognition, vol 46, n° 7, 2013. (445.97 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)
P. Temple, Acher, M., Perrouin, G., Biggio, B., Jezequel, J. - M., e 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, pagg 277–288. (2.09 MB)
J. - M. Xu, Fumera, G., Roli, F., e 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.
G. Fumera, Pillai, I., e 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, pagg 771-779. (151.61 KB)
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G. Giacinto, Roli, F., e 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, pagg 155-159.

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