Publications

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Journal Article
L. Demetrio, Coull, S. E., Biggio, B., Lagorio, G., Armando, A., e Roli, F., «Adversarial EXEmples: A Survey and Experimental Evaluation of Practical Attacks on Machine Learning for Windows Malware Detection», ACM Trans. Priv. Secur., vol 24, 2021.
F. Zhang, Chan, P. P. K., Biggio, B., Yeung, D. S., e Roli, F., «Adversarial Feature Selection Against Evasion Attacks», IEEE Transactions on Cybernetics, vol 46, n° 3, pagg 766-777, 2016. (2.12 MB)
F. Roli, «Adversarial Pattern Classification», 2009.
R. Perdisci, Giacinto, G., e Roli, F., «Alarm clustering for intrusion detection systems in computer networks», Engineering Applications of Artificial Intelligence, vol 19, pagg 429-438, 2006.
G. Fumera e Roli, F., «Analysis of error-reject trade-off in linearly combined multiple classifiers», Pattern Recognition, vol 37, pagg 1245-1265, 2004.
L. Didaci, Marcialis, G. L., e Roli, F., «Analysis of unsupervised template update in biometric recognition systems», Pattern Recognition Letters, vol 37, n° 1, 2014. (1.37 MB)
G. Giacinto, Paolucci, R., e Roli, F., «Application of Neural Networks and Statistical Pattern Recognition Algorithms to Earthquake Risk Evaluations», Pattern Recognition Letters, vol 18, pagg 1353-1362, 1997.
G. Giacinto e Roli, F., «An Approach to the Automatic Design of Multiple Classifier Systems», Pattern Recognition Letters, vol 22, pagg 25-33, 2001.
G. Giacinto e Roli, F., «Bayesian Relevance Feedback for Content-Based Image Retrieval», Pattern Recognition, vol 37, pagg 1499-1508, 2004.
A. Rattani, Marcialis, G. L., e Roli, F., «Biometric System Adaptation by Self-update and Graph-based techniques», Journal of Visual Languages and Computing, Elsevier, 2013.
S. B. Serpico e Roli, F., «Classification of multi-sensor remote- sensing images by structured neural networks», IEEE Transactions on Geoscience and Remote Sensing, vol 33, pagg 562-578, 1995.
G. Giacinto, Roli, F., e Bruzzone, L., «Combination of Neural and Statistical Algorithms for Supervised Classification of Remote-Sensing Images», Pattern Recognition Letters, vol 21, pagg 385-397, 2000.
Y. Yao, Marcialis, G. L., Pontil, M., Frasconi, P., e Roli, F., «Combining Flat and Structural Representations for Fingerprint Classification with Recursive Neural Networks and Support Vector Machine», Pattern Recognition, vol 36, pagg 397-406, 2003.
N. Poh, Rattani, A., e Roli, F., «A Critical Analysis of Adaptive Biometric Systems», IET Biometrics, 2012.
G. L. Marcialis e Roli, F., «Decision-level fusion of PCA and LDA-based face recognition algorithms», International Journal of Image and Graphics, vol 6, pagg 293-311, 2006.
A. Sotgiu, Demontis, A., Melis, M., Biggio, B., Fumera, G., Feng, X., e Roli, F., «Deep Neural Rejection against Adversarial Examples», EURASIP Journal on Information Security, vol 5, 2020.
A. Carcangiu, Spano, L. Davide, Fumera, G., e Roli, F., «DEICTIC: a Compositional and Declarative Gesture Description based on Hidden Markov Model», International Journal of Human-Computer Studies, vol 122, pag 20, 2019. (1.69 MB)
G. Giacinto e Roli, F., «Design of effective neural network ensembles for image classification», Image and Vision Computing Journal, vol 19, pagg 697-705, 2001.
I. Pillai, Fumera, G., e Roli, F., «Designing multi-label classifiers that maximize F measures: state of the art», Pattern Recognition, vol 61, 2017. (452.28 KB)
R. Tronci, Giacinto, G., e Roli, F., «Designing multiple biometric systems: measures of ensemble effectiveness», Engineering Applications of Artificial Intelligence, vol 22, pagg 66-78, 2009.
W. W. Y. Ng, Hu, J., Yeung, D., Yin, S., e Roli, F., «Diversified Sensitivity based Undersampling for Imbalance Classification Problems», IEEE Transactions on Cybernetics, In Press. (1.91 MB)
G. Giacinto e Roli, F., «Dynamic Classifier Selection Based on Multiple Classifier Behaviour», Pattern Recognition, vol 34, pagg 179-181, 2001.
P. Temple, Perrouin, G., Acher, M., Biggio, B., Jézéquel, J. - M., e Roli, F., «Empirical Assessment of Generating Adversarial Configurations for Software Product Lines», Empirical Software Engineering, vol 26, n° 6, 2021. (1.29 MB)
S. B. Serpico, Bruzzone, L., e Roli, F., «An experimental comparison of neural and statistical non-parametric algorithms for supervised classification of remote-sensing images», Pattern Recognition Letters, vol 17, pagg 1331-1341, 1996.
L. Bruzzone, Roli, F., e Serpico, S. B., «An extension of the Jeffreys-Matusita distance to multiclass cases for feature selection», IEEE Transactions on Geoscience and Remote Sensing, vol 33, pagg 1318-1321, 1995.

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