متابعة
Fabio Roli
Fabio Roli
Professor, University of Genova and Cagliari, Italy
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عنوان
عدد مرات الاقتباسات
عدد مرات الاقتباسات
السنة
Evasion attacks against machine learning at test time‏
B Biggio, I Corona, D Maiorca, B Nelson, N Šrndić, P Laskov, G Giacinto, ...‏
Machine learning and knowledge discovery in databases: European conference …, 2013‏
19112013
Wild patterns: Ten years after the rise of adversarial machine learning‏
B Biggio, F Roli‏
Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications …, 2018‏
18472018
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
7652017
Design of effective neural network ensembles for image classification purposes‏
G Giacinto, F Roli‏
Image and Vision Computing 19 (9-10), 699-707, 2001‏
6332001
Methods for designing multiple classifier systems‏
F Roli, G Giacinto, G Vernazza‏
International Workshop on Multiple Classifier Systems, 78-87, 2001‏
597*2001
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
5742013
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
5342015
Why do adversarial attacks transfer? explaining transferability of evasion and poisoning attacks‏
A Demontis, M Melis, M Pintor, M Jagielski, B Biggio, A Oprea, ...‏
28th USENIX security symposium (USENIX security 19), 321-338, 2019‏
4892019
Adversarial malware binaries: Evading deep learning for malware detection in executables‏
B Kolosnjaji, A Demontis, B Biggio, D Maiorca, G Giacinto, C Eckert, ...‏
2018 26th European signal processing conference (EUSIPCO), 533-537, 2018‏
4692018
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
4102005
Dynamic classifier selection based on multiple classifier behaviour‏
G Giacinto, F Roli‏
Pattern Recognition 34 (9), 1879-1881, 2001‏
3612001
Yes, machine learning can be more secure! a case study on android malware detection‏
A Demontis, M Melis, B Biggio, D Maiorca, D Arp, K Rieck, I Corona, ...‏
IEEE transactions on dependable and secure computing 16 (4), 711-724, 2017‏
3552017
Fusion of multiple classifiers for intrusion detection in computer networks‏
G Giacinto, F Roli, L Didaci‏
Pattern recognition letters 24 (12), 1795-1803, 2003‏
3052003
Support vector machines under adversarial label contamination‏
H Xiao, B Biggio, B Nelson, H Xiao, C Eckert, F Roli‏
Neurocomputing 160, 53-62, 2015‏
3002015
Adversarial attacks against intrusion detection systems: Taxonomy, solutions and open issues‏
I Corona, G Giacinto, F Roli‏
Information sciences 239, 201-225, 2013‏
2952013
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
2952008
An approach to the automatic design of multiple classifier systems‏
G Giacinto, F Roli‏
Pattern recognition letters 22 (1), 25-33, 2001‏
2802001
Adversarial feature selection against evasion attacks‏
F Zhang, PPK Chan, B Biggio, DS Yeung, F Roli‏
IEEE transactions on cybernetics 46 (3), 766-777, 2015‏
2672015
First international fingerprint liveness detection competition—LivDet 2009‏
GL Marcialis, A Lewicke, B Tan, P Coli, D Grimberg, A Congiu, A Tidu, ...‏
Image Analysis and Processing–ICIAP 2009: 15th International Conference …, 2009‏
2672009
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
2621995
يتعذر على النظام إجراء العملية في الوقت الحالي. عاود المحاولة لاحقًا.
مقالات 1–20