Fabio Roli
Cited by
Cited by
Evasion attacks against machine learning at test time
B Biggio, I Corona, D Maiorca, B Nelson, N Šrndić, P Laskov, G Giacinto, ...
Joint European conference on machine learning and knowledge discovery in …, 2013
Design of effective neural network ensembles for image classification purposes
G Giacinto, F Roli
Image and Vision Computing 19 (9-10), 699-707, 2001
Wild patterns: Ten years after the rise of adversarial machine learning
B Biggio, F Roli
Pattern Recognition 84, 317-331, 2018
Methods for designing multiple classifier systems
F Roli, G Giacinto, G Vernazza
International Workshop on Multiple Classifier Systems, 78-87, 2001
A theoretical and experimental analysis of linear combiners for multiple classifier systems
G Fumera, F Roli
IEEE transactions on pattern analysis and machine intelligence 27 (6), 942-956, 2005
Security evaluation of pattern classifiers under attack
B Biggio, G Fumera, F Roli
IEEE transactions on knowledge and data engineering 26 (4), 984-996, 2013
Dynamic classifier selection based on multiple classifier behaviour
G Giacinto, F Roli
Pattern Recognition 34 (9), 1879-1882, 2001
Fusion of multiple classifiers for intrusion detection in computer networks
G Giacinto, F Roli, L Didaci
Pattern recognition letters 24 (12), 1795-1803, 2003
An approach to the automatic design of multiple classifier systems
G Giacinto, F Roli
Pattern recognition letters 22 (1), 25-33, 2001
Intrusion detection in computer networks by a modular ensemble of one-class classifiers
G Giacinto, R Perdisci, M Del Rio, F Roli
Information Fusion 9 (1), 69-82, 2008
Multiple Classifier Systems: First International Workshop, MCS 2000 Cagliari, Italy, June 21-23, 2000 Proceedings
J Kittler, F Roli
Springer, 2003
Is feature selection secure against training data poisoning?
H Xiao, B Biggio, G Brown, G Fumera, C Eckert, F Roli
International Conference on Machine Learning, 1689-1698, 2015
Spam filtering based on the analysis of text information embedded into images
G Fumera, I Pillai, F Roli
Journal of Machine Learning Research 7 (Dec), 2699-2720, 2006
Reject option with multiple thresholds
G Fumera, F Roli, G Giacinto
Pattern recognition 33 (12), 2099-2101, 2000
An extension of the Jeffreys-Matusita distance to multiclass cases for feature selection
L Bruzzone, F Roli, SB Serpico
IEEE Transactions on Geoscience and Remote Sensing 33 (6), 1318-1321, 1995
Classification of multisensor remote-sensing images by structured neural networks
SB Serpico, F Roli
IEEE Transactions on Geoscience and Remote Sensing 33 (3), 562-578, 1995
Competition on counter measures to 2-d facial spoofing attacks
MM Chakka, A Anjos, S Marcel, R Tronci, D Muntoni, G Fadda, M Pili, ...
2011 International Joint Conference on Biometrics (IJCB), 1-6, 2011
First international fingerprint liveness detection competition—LivDet 2009
GL Marcialis, A Lewicke, B Tan, P Coli, D Grimberg, A Congiu, A Tidu, ...
International Conference on Image Analysis and Processing, 12-23, 2009
Multiple classifier systems for robust classifier design in adversarial environments
B Biggio, G Fumera, F Roli
International Journal of Machine Learning and Cybernetics 1 (1-4), 27-41, 2010
Towards poisoning of deep learning algorithms with back-gradient optimization
L Muñoz-González, B Biggio, A Demontis, A Paudice, V Wongrassamee, ...
Proceedings of the 10th ACM Workshop on Artificial Intelligence and Security …, 2017
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