Publications

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G. Fumera, Roli, F., and 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, pp. 316-325.
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M. A. O. Ahmed, Didaci, L., Fumera, G., and Roli, F., An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles, in Multiple Classifier Systems, 2015, vol. 9132, pp. 206-219. (216.76 KB)
M. Zanda, Brown, G., Fumera, G., and Roli, F., Ensemble Learning in Linearly Combined Classifiers via Negative Correlation, in 7th Int. Workshop on Multiple Classifier Systems (MCS 2007), Prague, Czech Republic, 2007, vol. 4472, pp. 440-449.
G. Fumera and Roli, F., Error rejection in linearly combined multiple classifiers, in Multiple Classifier Systems (MCS 2001), Robinson College, Cambridge, UK, 2001, vol. 2096, pp. 329-338.
B. Biggio, Fumera, G., and Roli, F., Evade Hard Multiple Classifier Systems, in Supervised and Unsupervised Ensemble Methods and Their Applications, vol. 245, O. Okun and Valentini, G. Springer Berlin / Heidelberg, 2009, pp. 15-38. (562.89 KB)
B. Biggio, Fumera, G., and Roli, F., Evade Hard Multiple Classifier Systems, in Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA 2008), Patras, Greece, 2008. (185.01 KB)
B. Biggio, Fumera, G., Pillai, I., Roli, F., and Satta, R., Evading SpamAssassin with obfuscated text images, Virus Bulletin, no. 11-2007, 2007. (689 KB)
Z. Akhtar, Fumera, G., Marcialis, G. L., and Roli, F., Evaluation of Multimodal Biometric Score Fusion Rules under Spoof Attacks, in 5th IAPR Int’l Conference on Biometrics (ICB), New Delhi, India, 2012, pp. 402-407. (612.37 KB)
Z. Akhtar, Fumera, G., Marcialis, G. L., and Roli, F., Evaluation of serial and parallel multibiometric systems under spoofing attacks, in 5th IEEE Int'l Conference on Biometrics: Theory, Applications and Systems (BTAS), Washington DC, USA, 2012, vol. . (573.02 KB)
F. Roli, Kittler, J., Fumera, G., and Muntoni, D., An Experimental Comparison of Classifier Fusion Rules for Multimodal Personal Identity Verification Systems, in 3rd Int. Workshop on Multiple Classifier Systems (MCS 2002), Cagliari, Italy, 2002, vol. 2364, pp. 325-335.
I. Pillai, Satta, R., Fumera, G., and Roli, F., Exploiting Depth Information for Indoor-Outdoor Scene Classification, in 16th Int. Conf. on Image Analysis and Processing (ICIAP 2011), Ravenna, Italy, 2011. (1.23 MB)
R. Satta, Fumera, G., and Roli, F., Exploiting Dissimilarity Representations for Person Re-Identification, in 1st International Workshop on Similarity-Based Pattern Analysis and Recognition (SIMBAD 2011), Venice, Italy, 2011. (686.41 KB)
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I. Pillai, Fumera, G., and Roli, F., F -Measure Optimisation in Multi-label Classifiers, in 22nd IEEE International Conference on Pattern Recognition, ICPR 2014, Stockholm, Sweden, 2014, pp. 3452 - 3456. (287.72 KB)
R. Satta, Fumera, G., and Roli, F., Fast Appearance-based Person Re-identification and Retrieval Using Dissimilarity Representations, in Convegno Gruppo Italiano Ricercatori in Pattern Recognition (GIRPR), 2012. (945.6 KB)
M. Melis, Piras, L., Biggio, B., Giacinto, G., Fumera, G., and Roli, F., Fast Image Classification with Reduced Multiclass Support Vector Machines, in 18th Int'l Conf. on Image Analysis and Processing, Genova, Italy, 2015, vol. Image Analysis and Processing (ICIAP 2015), pp. 78-88. (829.37 KB)
R. Satta, Fumera, G., and Roli, F., Fast Person Re-Identification Based on Dissimilarity Representations, Pattern Recognition Letters, Special Issue on Novel Pattern Recognition-Based Methods for Reidentification in Biometric Context, vol. 33, pp. 1838-1848, 2012. (976.57 KB)
H. Xiao, Biggio, B., Brown, G., Fumera, G., Eckert, C., and Roli, F., Is Feature Selection Secure against Training Data Poisoning?, in 32nd Int'l Conf. on Machine Learning (ICML) - JMLR W&CP, 2015, vol. 32, pp. 1689-1698. (1.54 MB)
F. Roli, Fumera, G., and Kittler, J., Fixed and Trained Combiners for Fusion of Unbalanced Pattern Classifiers, in 5th Int. Conference on Information Fusion (IF 2002), Annapolis, Mariland, USA, 2002, pp. 278-284.
R. Soleymani, Granger, E., and Fumera, G., F-Measure Curves for Visualizing Classifier Performance with Imbalanced Data, in 8th IAPR TC3 Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR 2018), Siena, 2018. (413.21 KB)
I. Pillai, Fumera, G., and Roli, F., F-Measure Optimisation in Multi-label Classifiers, in 21st International Conference on Pattern Recognition, Tsukuba, Japan, 2012. (295.91 KB)
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R. Satta, Fumera, G., and Roli, F., A General Method for Appearance-based People Search Based on Textual Queries, in First International ECCV Workshop on Re-Identification (ReID 2012), Florence, Italy, 2012. (434.27 KB)
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B. Biggio, Fumera, G., Pillai, I., and Roli, F., Image Spam Filtering by Content Obscuring Detection, in Fourth Conference on Email and Anti-Spam (CEAS 2007), Microsoft Research Silicon Valley, Mountain View, California, 2007. (486.14 KB)
F. Roli, Biggio, B., Fumera, G., Pillai, I., and Satta, R., Image Spam Filtering by Detection of Adversarial Obfuscated Text, in NIPS Workshop on Machine Learning in Adversarial Environments for Computer Security, Whistler, British Columbia, Canada, 2007. (361.97 KB)
G. Fumera, Pillai, I., Roli, F., and Biggio, B., Image spam filtering using textual and visual information, in MIT Spam Conference 2007, Cambridge, MA, USA, 2007. (513.42 KB)
B. Biggio, Fumera, G., Pillai, I., and Roli, F., Image Spam Filtering Using Visual Information, in 14th Int. Conf. on Image Analysis and Processing (ICIAP 2007), Modena, Italy, 2007, pp. 105–110. (173.32 KB)

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