Publications

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Book Chapter
G. L. Marcialis, Fumera, G., e Biggio, B., «Anti-spoofing: Multimodal», in Encyclopedia of Biometrics, S. Z. Li e Jain, A. K. Springer US, 2014, pagg 1-4.
B. Biggio, Fumera, G., e Roli, F., «Bayesian Linear Combination of Neural Networks», in Innovations in Neural Information Paradigms and Applications, vol 247, M. Bianchini, Maggini, M., Scarselli, F., e Jain, L. C. Springer Berlin / Heidelberg, 2009, pagg 201-230. (435.32 KB)
B. Biggio, Fumera, G., e Roli, F., «Evade Hard Multiple Classifier Systems», in Supervised and Unsupervised Ensemble Methods and Their Applications, vol 245, O. Okun e Valentini, G. Springer Berlin / Heidelberg, 2009, pagg 15-38. (562.89 KB)
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)
R. Satta, Pala, F., Fumera, G., e Roli, F., «People search with textual queries about clothing appearance attributes», in Person Re‐Identification, Advances in Computer Vision and Pattern Recognition, S. Gong, Cristani, M., Yan, S., e Loy, C. Change Springer, 2014. (1.07 MB)
B. Biggio, Corona, I., Nelson, B., Rubinstein, B. I. P., Maiorca, D., Fumera, G., Giacinto, G., e Roli, F., «Security Evaluation of Support Vector Machines in Adversarial Environments», in Support Vector Machines Applications, Y. Ma e Guo, G. Springer International Publishing, 2014, pagg 105-153. (687.1 KB)
Conference Paper
G. Giacinto, Roli, F., e Fumera, G., «Adaptive Query Shifting for Content-Based Image Retrieval», in Int. Workshop on Machine Learning and Data Mining in Pattern Recognition (MLDM’01), 2001, vol 2123, pagg 337-346.
B. Biggio, Fumera, G., e Roli, F., «Adversarial Pattern Classification Using Multiple Classifiers and Randomisation», in 12th Joint IAPR International Workshop on Structural and Syntactic Pattern Recognition (SSPR 2008), Orlando, Florida, USA, 2008. (395.38 KB)
L. Didaci, Fumera, G., e Roli, F., «Analysis of Co-training Algorithm with Very Small Training Sets», in Structural, Syntactic, and Statistical Pattern Recognition, 2012, vol 7626, pagg 719-726.
F. Roli, Fumera, G., e Vernazza, G., «Analysis of Error-Reject Trade-off in Linearly Combined Classifiers», in 16th Int. Conferrence on Pattern Recognition (ICPR 2002), Québec City, Canada, 2002, pagg 120-123.
F. Roli e Fumera, G., «Analysis of Linear and Order Statistics Combiners for Fusion of Imbalanced Classifiers», in 3rd Int. Workshop on Multiple Classifier Systems (MCS 2002), Cagliari, Italy, 2002, vol 2364, pagg 252-261.
R. Satta, Fumera, G., e Roli, F., «Appearance-based People Recognition by Local Dissimilarity Representations», in 14th ACM Workshop on Multimedia and Security, Coventry, United Kingdom, 2012. (441.39 KB)
B. Biggio, Corona, I., Fumera, G., Giacinto, G., e Roli, F., «Bagging classifiers for fighting poisoning attacks in adversarial classification tasks», in Multiple Classifier Systems (MCS 2011), 2011, vol 6713, pagg 350-359. (231.43 KB)
B. Biggio, Fumera, G., e Roli, F., «Bayesian Analysis of Linear Combiners», in 7th Int. Workshop on Multiple Classifier Systems (MCS 2007), Prague, Czech Republic, 2007, vol 4472, pagg 292-301. (149.24 KB)
I. Pillai, Fumera, G., e Roli, F., «A Classification Approach with a Reject Option for Multi-label Problems», in 16th Int. Conf. on Image Analysis and Processing (ICIAP 2011), Ravenna, Italy, 2011. (279.96 KB)
G. Fumera, Pillai, I., e Roli, F., «Classification with Reject Option in Text Categorisation Systems», in 12th International Conference on Image Analysis and Processing (ICIAP 2003), Mantova, 2003, pagg 582-587. (209.28 KB)
R. Soleymani, Granger, E., e 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, pagg 97-108. (556.82 KB)
I. Pillai, Fumera, G., e Roli, F., «Classifier Selection Approaches for Multi-label Problems», in 10th Int. Workshop on Multiple Classifier Systems (MCS 2011), Naples, 2011. (282.8 KB)
G. Giacinto, Roli, F., e Fumera, G., «Comparison and Combination of Adaptive Query Shifting and Feature Relevance Learning for Content-Based Image Retrieval», in 11th International Conference on Image Analysis and Processing (ICIAP 2001), Palermo, Italy, 2001, pagg 422-427.
G. Fumera e Roli, F., «Cost-sensitive Learning in Support Vector Machines», in Workshop on Machine Learning, Methods and Applications, held in the context of the 8th Meeting of the Italian Association of Artificial Intelligence (AI*IA), Siena, Italy, 2002.
M. Melis, Demontis, A., Biggio, B., Brown, G., Fumera, G., e Roli, F., «Is Deep Learning Safe for Robot Vision? Adversarial Examples against the iCub Humanoid», in ICCV 2017 Workshop on Vision in Practice on Autonomous Robots (ViPAR), Venice, Italy, 2017, vol 2017 IEEE International Conference on Computer Vision Workshops (ICCVW), pagg 751-759. (3.16 MB)
G. Giacinto, Roli, F., e Fumera, G., «Design of effective multiple classifier systems by clustering of classifiers», in 15th Int. Conference on Pattern Recognition (ICPR 2000), Barcelona, Spain, 2000, vol 2, pagg 160-163.
B. Biggio, Fumera, G., e Roli, F., «Design of Robust Classifiers for Adversarial Environments», in IEEE International Conference on Systems, Man, and Cybernetics (SMC 2011), Anchorage, Alaska, USA, 2011, pagg 977–982. (328.68 KB)
L. Didaci, Fumera, G., e Roli, F., «Diversity in classifier ensembles: fertile concept or dead end?», in 11th Int. Workshop on Multiple Classifier Systems, Nanjing, China, 2013, vol 7872. (241.27 KB) (163.54 KB)
G. Fumera, Roli, F., e Serrau, A., «Dynamics of Variance Reduction in Bagging and Other Techniques», in 6th Int. Workshop on Multiple Classifier Systems (MCS 2005), Seaside, CA, USA, 2005, 2005th ed, vol 3541, pagg 316-325.

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