Fabio Roli - RankMe

436 papers A* 7B 24C 3Misc 13Journal 212Unranked 153

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	A New Formulation for Zeroth-Order Optimization of Adversarial EXEmples in Malware Detection. IEEE Trans. Inf. Forensics Secur. Marco Rando, Luca Demetrio, Lorenzo Rosasco, Fabio Roli
2026	J	`jnl`	Buffer-free class-incremental learning with out-of-distribution detection. Pattern Recognit. Srishti Gupta, Daniele Angioni, Maura Pintor, Ambra Demontis, Lea Schönherr, Fabio Roli, Battista Biggio
2026	J	`jnl`	Evaluating the robustness of explainable AI in medical image recognition under natural and adversarial data corruption. Mach. Learn. Sara Repetto, Igor Maljkovic, Michele Lotto, Antonio Emanuele Cinà, Sebastiano Vascon, Fabio Roli
2026	J	`jnl`	HORNET: Fast and minimal adversarial perturbations. Inf. Sci. Jiaping Wu, Antonio Emanuele Cinà, Francesco Villani, Zhaoqiang Xia, Luca Demetrio, Luca Oneto, Davide Anguita, Fabio Roli, Xiaoyi Feng
2026	J	`jnl`	On the robustness of adversarial training against uncertainty attacks. Pattern Recognit. Emanuele Ledda, Giovanni Scodeller, Daniele Angioni, Giorgio Piras, Antonio Emanuele Cinà, Giorgio Fumera, Battista Biggio, Fabio Roli
2026	J	`jnl`	Poison once, fool many: Practical poisoning attacks against text-to-image retrieval systems. Knowl. Based Syst. Dario Lazzaro, Raffaele Mura, Antonio Emanuele Cinà, Giuseppe Laurita, Gianni Viardo Vercelli, Luca Oneto, Battista Biggio, Fabio Roli
2026	A*	`conf`	SOM Directions Are Better than One: Multi-Directional Refusal Suppression in Language Models. AAAI Giorgio Piras, Raffaele Mura, Fabio Brau, Luca Oneto, Fabio Roli, Battista Biggio
2026	J	`jnl`	Sonic: Fast and transferable data poisoning on clustering algorithms. Inf. Sci. Francesco Villani, Dario Lazzaro, Antonio Emanuele Cinà, Matteo Dell'Amico, Battista Biggio, Fabio Roli
2025	J	`jnl`	A Neural Rejection System Against Universal Adversarial Perturbations in Radio Signal Classification. CoRR Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Fabio Roli
2025	J	`jnl`	Adversarial pruning: A survey and benchmark of pruning methods for adversarial robustness. Pattern Recognit. Giorgio Piras, Maura Pintor, Ambra Demontis, Battista Biggio, Giorgio Giacinto, Fabio Roli
2025	A*	`conf`	AttackBench: Evaluating Gradient-based Attacks for Adversarial Examples. AAAI Antonio Emanuele Cinà, Jérôme Rony, Maura Pintor, Luca Demetrio, Ambra Demontis, Battista Biggio, Ismail Ben Ayed, Fabio Roli
2025	J	`jnl`	Attention-based Adversarial Robust Distillation in Radio Signal Classifications for Low-Power IoT Devices. CoRR Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Guisheng Liao, Basil AsSadhan, Fabio Roli
2025	J	`jnl`	Backdoor learning curves: explaining backdoor poisoning beyond influence functions. Int. J. Mach. Learn. Cybern. Antonio Emanuele Cinà, Kathrin Grosse, Sebastiano Vascon, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo
2025	J	`jnl`	Buffer-free Class-Incremental Learning with Out-of-Distribution Detection. CoRR Srishti Gupta, Daniele Angioni, Maura Pintor, Ambra Demontis, Lea Schönherr, Battista Biggio, Fabio Roli
2025	—	`conf`	Demystifying the Role of Rule-Based Detection in AI Systems for Windows Malware Detection. EuroS&P (Workshops) Andrea Ponte, Luca Demetrio, Luca Oneto, Ivan Tesfai Ogbu, Battista Biggio, Fabio Roli
2025	J	`jnl`	Demystifying the Role of Rule-based Detection in AI Systems for Windows Malware Detection. CoRR Andrea Ponte, Luca Demetrio, Luca Oneto, Ivan Tesfai Ogbu, Battista Biggio, Fabio Roli
2025	J	`jnl`	Empirical Quantification of Spurious Correlations in Malware Detection. CoRR Bianca Perasso, Ludovico Lozza, Andrea Ponte, Luca Demetrio, Luca Oneto, Fabio Roli
2025	—	`conf`	Empirical quantification of spurious correlations in malware detection. Ital-IA Bianca Perasso, Ludovico Lozza, Andrea Ponte, Luca Demetrio, Luca Oneto, Fabio Roli
2025	J	`jnl`	Energy-latency attacks via sponge poisoning. Inf. Sci. Antonio Emanuele Cinà, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo
2025	J	`jnl`	Evaluating the Evaluators: Trust in Adversarial Robustness Tests. CoRR Antonio Emanuele Cinà, Maura Pintor, Luca Demetrio, Ambra Demontis, Battista Biggio, Fabio Roli
2025	—	`conf`	Evaluating the evaluators: trust in adversarial robustness tests. Ital-IA Antonio Emanuele Cinà, Maura Pintor, Luca Demetrio, Ambra Demontis, Battista Biggio, Fabio Roli
2025	J	`jnl`	HO-FMN: Hyperparameter optimization for fast minimum-norm attacks. Neurocomputing Raffaele Mura, Giuseppe Floris, Luca Scionis, Giorgio Piras, Maura Pintor, Ambra Demontis, Giorgio Giacinto, Battista Biggio, Fabio Roli
2025	J	`jnl`	Out-of-Distribution Detection for Continual Learning: Design Principles and Benchmarking. CoRR Srishti Gupta, Riccardo Balia, Daniele Angioni, Fabio Brau, Maura Pintor, Ambra Demontis, Alessandro Sebastian, Salvatore M. Carta, Fabio Roli, Battista Biggio
2025	—	`conf`	Provably Efficient and Robust Conformal Prediction under a Realistic Threat Model. COPA Alberto Carlevaro, Luca Oneto, Davide Anguita, Fabio Roli
2025	J	`jnl`	Regression-aware Continual Learning for Android Malware Detection. CoRR Daniele Ghiani, Daniele Angioni, Giorgio Piras, Angelo Sotgiu, Luca Minnei, Srishti Gupta, Maura Pintor, Fabio Roli, Battista Biggio
2025	J	`jnl`	Robust image classification with multi-modal large language models. Pattern Recognit. Lett. Francesco Villani, Igor Maljkovic, Dario Lazzaro, Angelo Sotgiu, Antonio Emanuele Cinà, Fabio Roli
2025	J	`jnl`	Robustness-Congruent Adversarial Training for Secure Machine Learning Model Updates. IEEE Trans. Pattern Anal. Mach. Intell. Daniele Angioni, Luca Demetrio, Maura Pintor, Luca Oneto, Davide Anguita, Battista Biggio, Fabio Roli
2025	J	`jnl`	SLIFER: Investigating performance and robustness of malware detection pipelines. Comput. Secur. Andrea Ponte, Dmitrijs Trizna, Luca Demetrio, Battista Biggio, Ivan Tesfai Ogbu, Fabio Roli
2025	J	`jnl`	SOM Directions are Better than One: Multi-Directional Refusal Suppression in Language Models. CoRR Giorgio Piras, Raffaele Mura, Fabio Brau, Luca Oneto, Fabio Roli, Battista Biggio
2025	—	`conf`	SoK: On the Offensive Potential of AI. SaTML Saskia Laura Schröer, Giovanni Apruzzese, Soheil Human, Pavel Laskov, Hyrum S. Anderson, Edward W. N. Bernroider, Aurore Fass, Ben Nassi, Vera Rimmer, Fabio Roli, Samer Salam, Chi En Ashley Shen, Ali Sunyaev, Tim Wadhwa-Brown, Isabel Wagner, Gang Wang
2025	J	`jnl`	Updating Windows malware detectors: Balancing robustness and regression against adversarial EXEmples. Comput. Secur. Matous Kozák, Luca Demetrio, Dmitrijs Trizna, Fabio Roli
2025	J	`jnl`	Vision Transformer With Adversarial Indicator Token Against Adversarial Attacks in Radio Signal Classifications. IEEE Internet Things J. Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Guisheng Liao, Xuekang Liu, Fabio Roli, Carsten Maple
2025	J	`jnl`	Vision Transformer with Adversarial Indicator Token against Adversarial Attacks in Radio Signal Classifications. CoRR Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Guisheng Liao, Xuekang Liu, Fabio Roli, Carsten Maple
2024	J	`jnl`	3D Face Reconstruction: The Road to Forensics. ACM Comput. Surv. Simone Maurizio La Cava, Giulia Orrù, Martin Drahanský, Gian Luca Marcialis, Fabio Roli
2024	J	`jnl`	A Hybrid Training-time and Run-time Defense Against Adversarial Attacks in Modulation Classification. CoRR Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Guisheng Liao, Ambra Demontis, Fabio Roli
2024	J	`jnl`	A New Formulation for Zeroth-Order Optimization of Adversarial EXEmples in Malware Detection. CoRR Marco Rando, Luca Demetrio, Lorenzo Rosasco, Fabio Roli
2024	J	`jnl`	Adversarial Pruning: A Survey and Benchmark of Pruning Methods for Adversarial Robustness. CoRR Giorgio Piras, Maura Pintor, Ambra Demontis, Battista Biggio, Giorgio Giacinto, Fabio Roli
2024	J	`jnl`	Adversarial mimicry attacks against image splicing forensics: An approach for jointly hiding manipulations and creating false detections. Pattern Recognit. Lett. Giulia Boato, Francesco G. B. De Natale, Gianluca De Stefano, Cecilia Pasquini, Fabio Roli
2024	J	`jnl`	AttackBench: Evaluating Gradient-based Attacks for Adversarial Examples. CoRR Antonio Emanuele Cinà, Jérôme Rony, Maura Pintor, Luca Demetrio, Ambra Demontis, Battista Biggio, Ismail Ben Ayed, Fabio Roli
2024	J	`jnl`	Countermeasures Against Adversarial Examples in Radio Signal Classification. CoRR Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Basil AsSadhan, Fabio Roli
2024	J	`jnl`	HO-FMN: Hyperparameter Optimization for Fast Minimum-Norm Attacks. CoRR Raffaele Mura, Giuseppe Floris, Luca Scionis, Giorgio Piras, Maura Pintor, Ambra Demontis, Giorgio Giacinto, Battista Biggio, Fabio Roli
2024	J	`jnl`	Living-off-The-Land Reverse-Shell Detection by Informed Data Augmentation. CoRR Dmitrijs Trizna, Luca Demetrio, Battista Biggio, Fabio Roli
2024	J	`jnl`	Machine Learning Security Against Data Poisoning: Are We There Yet? Computer Antonio Emanuele Cinà, Kathrin Grosse, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo
2024	C	`conf`	Mitigating Unfair Regression in Machine Learning Model Updates. ICMLA Irene Buselli, Anna Pallarès López, Eduard Martín Jiménez, Davide Anguita, Fabio Roli, Luca Oneto
2024	J	`jnl`	Nebula: Self-Attention for Dynamic Malware Analysis. IEEE Trans. Inf. Forensics Secur. Dmitrijs Trizna, Luca Demetrio, Battista Biggio, Fabio Roli
2024	J	`jnl`	On the Robustness of Adversarial Training Against Uncertainty Attacks. CoRR Emanuele Ledda, Giovanni Scodeller, Daniele Angioni, Giorgio Piras, Antonio Emanuele Cinà, Giorgio Fumera, Battista Biggio, Fabio Roli
2024	J	`jnl`	Over-parameterization and Adversarial Robustness in Neural Networks: An Overview and Empirical Analysis. CoRR Zhang Chen, Luca Demetrio, Srishti Gupta, Xiaoyi Feng, Zhaoqiang Xia, Antonio Emanuele Cinà, Maura Pintor, Luca Oneto, Ambra Demontis, Battista Biggio, Fabio Roli
2024	J	`jnl`	Robust image classification with multi-modal large language models. CoRR Francesco Villani, Igor Maljkovic, Dario Lazzaro, Angelo Sotgiu, Antonio Emanuele Cinà, Fabio Roli
2024	J	`jnl`	Robustness-Congruent Adversarial Training for Secure Machine Learning Model Updates. CoRR Daniele Angioni, Luca Demetrio, Maura Pintor, Luca Oneto, Davide Anguita, Battista Biggio, Fabio Roli
2024	J	`jnl`	SLIFER: Investigating Performance and Robustness of Malware Detection Pipelines. CoRR Andrea Ponte, Dmitrijs Trizna, Luca Demetrio, Battista Biggio, Ivan Tesfai Ogbu, Fabio Roli
2024	J	`jnl`	Serial fusion of multi-modal biometric systems. CoRR Gian Luca Marcialis, Paolo Mastinu, Fabio Roli
2024	J	`jnl`	SoK: On the Offensive Potential of AI. CoRR Saskia Laura Schröer, Giovanni Apruzzese, Soheil Human, Pavel Laskov, Hyrum S. Anderson, Edward W. N. Bernroider, Aurore Fass, Ben Nassi, Vera Rimmer, Fabio Roli, Samer Salam, Ashley Shen, Ali Sunyaev, Tim Wadhwa-Brown, Isabel Wagner, Gang Wang
2024	J	`jnl`	Sonic: Fast and Transferable Data Poisoning on Clustering Algorithms. CoRR Francesco Villani, Dario Lazzaro, Antonio Emanuele Cinà, Matteo Dell'Amico, Battista Biggio, Fabio Roli
2024	J	`jnl`	Texture and artifact decomposition for improving generalization in deep-learning-based deepfake detection. Eng. Appl. Artif. Intell. Jie Gao, Marco Micheletto, Giulia Orrù, Sara Concas, Xiaoyi Feng, Gian Luca Marcialis, Fabio Roli
2024	J	`jnl`	Toward Effective Traffic Sign Detection via Two-Stage Fusion Neural Networks. IEEE Trans. Intell. Transp. Syst. Zhishan Li, Hongxu Chen, Battista Biggio, Yifan He, Haoran Cai, Fabio Roli, Lei Xie
2024	C	`conf`	Toward Measuring and Understanding the Overvalidation Phenomena. ICMLA Fabrizio Mori, Antonio Emanuele Cinà, Fabio Roli, Davide Anguita, Luca Oneto
2024	J	`jnl`	Updating Windows Malware Detectors: Balancing Robustness and Regression against Adversarial EXEmples. CoRR Matous Kozák, Luca Demetrio, Dmitrijs Trizna, Fabio Roli
2023	J	`jnl`	3D Face Reconstruction: the Road to Forensics. CoRR Simone Maurizio La Cava, Giulia Orrù, Martin Drahanský, Gian Luca Marcialis, Fabio Roli
2023	—	`conf`	AI Security and Safety: The PRALab Research Experience. Ital-IA Ambra Demontis, Maura Pintor, Luca Demetrio, Angelo Sotgiu, Daniele Angioni, Giorgio Piras, Srishti Gupta, Battista Biggio, Fabio Roli
2023	—	`conf`	Adversarial Attacks Against Uncertainty Quantification. ICCV (Workshops) Emanuele Ledda, Daniele Angioni, Giorgio Piras, Giorgio Fumera, Battista Biggio, Fabio Roli
2023	J	`jnl`	Adversarial Attacks Against Uncertainty Quantification. CoRR Emanuele Ledda, Daniele Angioni, Giorgio Piras, Giorgio Fumera, Battista Biggio, Fabio Roli
2023	J	`jnl`	Attention-Based Adversarial Robust Distillation in Radio Signal Classifications for Low-Power IoT Devices. IEEE Internet Things J. Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Guisheng Liao, Basil AsSadhan, Fabio Roli
2023	—	`conf`	BAARD: Blocking Adversarial Examples by Testing for Applicability, Reliability and Decidability. PAKDD (1) Xinglong Chang, Katharina Dost, Kaiqi Zhao, Ambra Demontis, Fabio Roli, Gillian Dobbie, Jörg Wicker
2023	—	`conf`	BLUES: Before-reLU-EStimates Bayesian Inference for Crowd Counting. ICIAP (2) Emanuele Ledda, Rita Delussu, Lorenzo Putzu, Giorgio Fumera, Fabio Roli
2023	—	`conf`	Cybersecurity and AI: The PRALab Research Experience. Ital-IA Maura Pintor, Giulia Orrù, Davide Maiorca, Ambra Demontis, Luca Demetrio, Gian Luca Marcialis, Battista Biggio, Fabio Roli
2023	J	`jnl`	Dropout Injection at Test Time for Post Hoc Uncertainty Quantification in Neural Networks. CoRR Emanuele Ledda, Giorgio Fumera, Fabio Roli
2023	J	`jnl`	Dropout injection at test time for post hoc uncertainty quantification in neural networks. Inf. Sci. Emanuele Ledda, Giorgio Fumera, Fabio Roli
2023	—	`conf`	Evaluation of Robustness Metrics for Defense of Machine Learning Systems. ICMCIS J. DeMarchi, R. Rijken, J. Melrose, B. Madahar, Giorgio Fumera, Fabio Roli, Emanuele Ledda, Metin Aktas, Frank Kurth, Paul M. Baggenstoss, Björn Pelzer, L. Kanestad
2023	—	`conf`	Generalized Deepfake Detection Algorithm Based on Inconsistency Between Inner and Outer Faces. ICIAP Workshops (1) Jie Gao, Sara Concas, Giulia Orrù, Xiaoyi Feng, Gian Luca Marcialis, Fabio Roli
2023	J	`jnl`	Hardening RGB-D Object Recognition Systems against Adversarial Patch Attacks. CoRR Yang Zheng, Luca Demetrio, Antonio Emanuele Cinà, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Ambra Demontis, Battista Biggio, Fabio Roli
2023	J	`jnl`	Hardening RGB-D object recognition systems against adversarial patch attacks. Inf. Sci. Yang Zheng, Luca Demetrio, Antonio Emanuele Cinà, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Ambra Demontis, Battista Biggio, Fabio Roli
2023	J	`jnl`	ImageNet-Patch: A dataset for benchmarking machine learning robustness against adversarial patches. Pattern Recognit. Maura Pintor, Daniele Angioni, Angelo Sotgiu, Luca Demetrio, Ambra Demontis, Battista Biggio, Fabio Roli
2023	—	`conf`	Minimizing Energy Consumption of Deep Learning Models by Energy-Aware Training. ICIAP (2) Dario Lazzaro, Antonio Emanuele Cinà, Maura Pintor, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo
2023	J	`jnl`	Minimizing Energy Consumption of Deep Learning Models by Energy-Aware Training. CoRR Dario Lazzaro, Antonio Emanuele Cinà, Maura Pintor, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo
2023	J	`jnl`	Nebula: Self-Attention for Dynamic Malware Analysis. CoRR Dmitrijs Trizna, Luca Demetrio, Battista Biggio, Fabio Roli
2023	J	`jnl`	Stateful detection of adversarial reprogramming. Inf. Sci. Yang Zheng, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Maura Pintor, Ambra Demontis, Battista Biggio, Fabio Roli
2023	J	`jnl`	Towards realistic fingerprint presentation attacks: The ScreenSpoof method. Pattern Recognit. Lett. Roberto Casula, Marco Micheletto, Giulia Orrù, Gian Luca Marcialis, Fabio Roli
2023	—	`conf`	Trustworthy AI in Video Surveillance: The IMMAGINA Project. Ital-IA Emanuele Ledda, Lorenzo Putzu, Rita Delussu, Giorgio Fumera, Fabio Roli
2023	J	`jnl`	Why adversarial reprogramming works, when it fails, and how to tell the difference. Inf. Sci. Yang Zheng, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Ambra Demontis, Maura Pintor, Battista Biggio, Fabio Roli
2023	J	`jnl`	Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning. ACM Comput. Surv. Antonio Emanuele Cinà, Kathrin Grosse, Ambra Demontis, Sebastiano Vascon, Werner Zellinger, Bernhard Alois Moser, Alina Oprea, Battista Biggio, Marcello Pelillo, Fabio Roli
2023	J	`jnl`	Wooden spoon crack detection by prior knowledge-enriched deep convolutional network. Eng. Appl. Artif. Intell. Lei Li, Zongwei Li, Huijian Han, Lei Yang, Xiaoyi Feng, Fabio Roli, Zhaoqiang Xia
2022	J	`jnl`	A Hybrid Training-Time and Run-Time Defense Against Adversarial Attacks in Modulation Classification. IEEE Wirel. Commun. Lett. Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Guisheng Liao, Ambra Demontis, Fabio Roli
2022	J	`jnl`	A Survey on Reinforcement Learning Security with Application to Autonomous Driving. CoRR Ambra Demontis, Maura Pintor, Luca Demetrio, Kathrin Grosse, Hsiao-Ying Lin, Chengfang Fang, Battista Biggio, Fabio Roli
2022	J	`jnl`	Do gradient-based explanations tell anything about adversarial robustness to android malware? Int. J. Mach. Learn. Cybern. Marco Melis, Michele Scalas, Ambra Demontis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli
2022	J	`jnl`	Domain Knowledge Alleviates Adversarial Attacks in Multi-Label Classifiers. IEEE Trans. Pattern Anal. Mach. Intell. Stefano Melacci, Gabriele Ciravegna, Angelo Sotgiu, Ambra Demontis, Battista Biggio, Marco Gori, Fabio Roli
2022	J	`jnl`	EEG personal recognition based on 'qualified majority' over signal patches. IET Biom. Andrea Panzino, Giulia Orrù, Gian Luca Marcialis, Fabio Roli
2022	J	`jnl`	Energy-Latency Attacks via Sponge Poisoning. CoRR Antonio Emanuele Cinà, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo
2022	—	`conf`	Experimental Results on Multi-modal Deepfake Detection. ICIAP (2) Sara Concas, Jie Gao, Carlo Cuccu, Giulia Orrù, Xiaoyi Feng, Gian Luca Marcialis, Giovanni Puglisi, Fabio Roli
2022	J	`jnl`	ImageNet-Patch: A Dataset for Benchmarking Machine Learning Robustness against Adversarial Patches. CoRR Maura Pintor, Daniele Angioni, Angelo Sotgiu, Luca Demetrio, Ambra Demontis, Battista Biggio, Fabio Roli
2022	A*	`conf`	Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples. NeurIPS Maura Pintor, Luca Demetrio, Angelo Sotgiu, Ambra Demontis, Nicholas Carlini, Battista Biggio, Fabio Roli
2022	J	`jnl`	Machine Learning Security against Data Poisoning: Are We There Yet? CoRR Antonio Emanuele Cinà, Kathrin Grosse, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo
2022	—	`conf`	On the Evaluation of Video-Based Crowd Counting Models. ICIAP (3) Emanuele Ledda, Lorenzo Putzu, Rita Delussu, Giorgio Fumera, Fabio Roli
2022	J	`jnl`	Practical Attacks on Machine Learning: A Case Study on Adversarial Windows Malware. CoRR Luca Demetrio, Battista Biggio, Fabio Roli
2022	J	`jnl`	Practical Attacks on Machine Learning: A Case Study on Adversarial Windows Malware. IEEE Secur. Priv. Luca Demetrio, Battista Biggio, Fabio Roli
2022	J	`jnl`	Stateful Detection of Adversarial Reprogramming. CoRR Yang Zheng, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Maura Pintor, Ambra Demontis, Battista Biggio, Fabio Roli
2022	J	`jnl`	Support Vector Machines under Adversarial Label Contamination. CoRR Huang Xiao, Battista Biggio, Blaine Nelson, Han Xiao, Claudia Eckert, Fabio Roli
2022	J	`jnl`	Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning. CoRR Antonio Emanuele Cinà, Kathrin Grosse, Ambra Demontis, Sebastiano Vascon, Werner Zellinger, Bernhard Alois Moser, Alina Oprea, Battista Biggio, Marcello Pelillo, Fabio Roli
2021	B	`conf`	A Neural Rejection System Against Universal Adversarial Perturbations in Radio Signal Classification. GLOBECOM Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Fabio Roli
2021	J	`jnl`	Adversarial EXEmples: A Survey and Experimental Evaluation of Practical Attacks on Machine Learning for Windows Malware Detection. ACM Trans. Priv. Secur. Luca Demetrio, Scott E. Coull, Battista Biggio, Giovanni Lagorio, Alessandro Armando, Fabio Roli
2021	J	`jnl`	Backdoor Learning Curves: Explaining Backdoor Poisoning Beyond Influence Functions. CoRR Antonio Emanuele Cinà, Kathrin Grosse, Sebastiano Vascon, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo
2021	J	`jnl`	Can machines learn to see without visual databases? CoRR Alessandro Betti, Marco Gori, Stefano Melacci, Marcello Pelillo, Fabio Roli
2021	J	`jnl`	Countermeasures Against Adversarial Examples in Radio Signal Classification. IEEE Wirel. Commun. Lett. Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Basil AsSadhan, Fabio Roli
2021	J	`jnl`	Empirical assessment of generating adversarial configurations for software product lines. Empir. Softw. Eng. Paul Temple, Gilles Perrouin, Mathieu Acher, Battista Biggio, Jean-Marc Jézéquel, Fabio Roli
2021	A*	`conf`	Fast Minimum-norm Adversarial Attacks through Adaptive Norm Constraints. NeurIPS Maura Pintor, Fabio Roli, Wieland Brendel, Battista Biggio
2021	J	`jnl`	Fast Minimum-norm Adversarial Attacks through Adaptive Norm Constraints. CoRR Maura Pintor, Fabio Roli, Wieland Brendel, Battista Biggio
2021	J	`jnl`	Fingerprint Recognition With Embedded Presentation Attacks Detection: Are We Ready? IEEE Trans. Inf. Forensics Secur. Marco Micheletto, Gian Luca Marcialis, Giulia Orrù, Fabio Roli
2021	J	`jnl`	Fingerprint recognition with embedded presentation attacks detection: are we ready? CoRR Marco Micheletto, Gian Luca Marcialis, Giulia Orrù, Fabio Roli
2021	J	`jnl`	Functionality-Preserving Black-Box Optimization of Adversarial Windows Malware. IEEE Trans. Inf. Forensics Secur. Luca Demetrio, Battista Biggio, Giovanni Lagorio, Fabio Roli, Alessandro Armando
2021	J	`jnl`	Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples. CoRR Maura Pintor, Luca Demetrio, Angelo Sotgiu, Giovanni Manca, Ambra Demontis, Nicholas Carlini, Battista Biggio, Fabio Roli
2021	J	`jnl`	Intriguing Usage of Applicability Domain: Lessons from Cheminformatics Applied to Adversarial Learning. CoRR Luke Chang, Katharina Dost, Kaiqi Zhao, Ambra Demontis, Fabio Roli, Gill Dobbie, Jörg Wicker
2021	B	`conf`	Slope: A First-order Approach for Measuring Gradient Obfuscation. ESANN Maura Pintor, Luca Demetrio, Giovanni Manca, Battista Biggio, Fabio Roli
2021	B	`conf`	The Hammer and the Nut: Is Bilevel Optimization Really Needed to Poison Linear Classifiers? IJCNN Antonio Emanuele Cinà, Sebastiano Vascon, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo
2021	J	`jnl`	The Hammer and the Nut: Is Bilevel Optimization Really Needed to Poison Linear Classifiers? CoRR Antonio Emanuele Cinà, Sebastiano Vascon, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo
2021	J	`jnl`	Why Adversarial Reprogramming Works, When It Fails, and How to Tell the Difference. CoRR Yang Zheng, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Ambra Demontis, Maura Pintor, Battista Biggio, Fabio Roli
2020	J	`jnl`	3D face mask presentation attack detection based on intrinsic image analysis. IET Biom. Lei Li, Zhaoqiang Xia, Xiaoyue Jiang, Yupeng Ma, Fabio Roli, Xiaoyi Feng
2020	J	`jnl`	A novel classification-selection approach for the self updating of template-based face recognition systems. Pattern Recognit. Giulia Orrù, Gian Luca Marcialis, Fabio Roli
2020	J	`jnl`	Adversarial Detection of Flash Malware: Limitations and Open Issues. Comput. Secur. Davide Maiorca, Ambra Demontis, Battista Biggio, Fabio Roli, Giorgio Giacinto
2020	J	`jnl`	Adversarial EXEmples: A Survey and Experimental Evaluation of Practical Attacks on Machine Learning for Windows Malware Detection. CoRR Luca Demetrio, Scott E. Coull, Battista Biggio, Giovanni Lagorio, Alessandro Armando, Fabio Roli
2020	J	`jnl`	Adversarial Feature Selection against Evasion Attacks. CoRR Fei Zhang, Patrick P. K. Chan, Battista Biggio, Daniel S. Yeung, Fabio Roli
2020	B	`conf`	Are spoofs from latent fingerprints a real threat for the best state-of-art liveness detectors? ICPR Roberto Casula, Giulia Orrù, Daniele Angioni, Xiaoyi Feng, Gian Luca Marcialis, Fabio Roli
2020	J	`jnl`	Are spoofs from latent fingerprints a real threat for the best state-of-art liveness detectors? CoRR Roberto Casula, Giulia Orrù, Daniele Angioni, Xiaoyi Feng, Gian Luca Marcialis, Fabio Roli
2020	J	`jnl`	Can Domain Knowledge Alleviate Adversarial Attacks in Multi-Label Classifiers? CoRR Stefano Melacci, Gabriele Ciravegna, Angelo Sotgiu, Ambra Demontis, Battista Biggio, Marco Gori, Fabio Roli
2020	J	`jnl`	CompactNet: learning a compact space for face presentation attack detection. Neurocomputing Lei Li, Zhaoqiang Xia, Xiaoyue Jiang, Fabio Roli, Xiaoyi Feng
2020	J	`jnl`	Deep neural rejection against adversarial examples. EURASIP J. Inf. Secur. Angelo Sotgiu, Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Xiaoyi Feng, Fabio Roli
2020	B	`conf`	Detecting Anomalies from Video-Sequences: a Novel Descriptor. ICPR Giulia Orrù, Davide Ghiani, Maura Pintor, Gian Luca Marcialis, Fabio Roli
2020	J	`jnl`	Detecting Anomalies from Video-Sequences: a Novel Descriptor. CoRR Giulia Orrù, Davide Ghiani, Maura Pintor, Gian Luca Marcialis, Fabio Roli
2020	J	`jnl`	Do Gradient-based Explanations Tell Anything About Adversarial Robustness to Android Malware? CoRR Marco Melis, Michele Scalas, Ambra Demontis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli
2020	J	`jnl`	Efficient Black-box Optimization of Adversarial Windows Malware with Constrained Manipulations. CoRR Luca Demetrio, Battista Biggio, Giovanni Lagorio, Fabio Roli, Alessandro Armando
2020	J	`jnl`	Infrared and visible image fusion using a shallow CNN and structural similarity constraint. IET Image Process. Lei Li, Zhaoqiang Xia, Huijian Han, Guiqing He, Fabio Roli, Xiaoyi Feng
2020	B	`conf`	Online Domain Adaptation for Person Re-Identification with a Human in the Loop. ICPR Rita Delussu, Lorenzo Putzu, Giorgio Fumera, Fabio Roli
2019	J	`jnl`	3D Face Mask Presentation Attack Detection Based on Intrinsic Image Analysis. CoRR Lei Li, Zhaoqiang Xia, Xiaoyue Jiang, Yupeng Ma, Fabio Roli, Xiaoyi Feng
2019	J	`jnl`	A novel classification-selection approach for the self updating of template-based face recognition systems. CoRR Giulia Orrù, Gian Luca Marcialis, Fabio Roli
2019	J	`jnl`	DEICTIC: A compositional and declarative gesture description based on hidden markov models. Int. J. Hum. Comput. Stud. Alessandro Carcangiu, Lucio Davide Spano, Giorgio Fumera, Fabio Roli
2019	J	`jnl`	Deep Neural Rejection against Adversarial Examples. CoRR Angelo Sotgiu, Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Xiaoyi Feng, Fabio Roli
2019	—	`conf`	Explaining Vulnerabilities of Deep Learning to Adversarial Malware Binaries. ITASEC Luca Demetrio, Battista Biggio, Giovanni Lagorio, Fabio Roli, Alessandro Armando
2019	J	`jnl`	Explaining Vulnerabilities of Deep Learning to Adversarial Malware Binaries. CoRR Luca Demetrio, Battista Biggio, Giovanni Lagorio, Fabio Roli, Alessandro Armando
2019	—	`ch.`	Review of Fingerprint Presentation Attack Detection Competitions. Handbook of Biometric Anti-Spoofing, 2nd Ed. David Yambay, Luca Ghiani, Gian Luca Marcialis, Fabio Roli, Stephanie Schuckers
2019	J	`jnl`	Towards Quality Assurance of Software Product Lines with Adversarial Configurations. CoRR Paul Temple, Mathieu Acher, Gilles Perrouin, Battista Biggio, Jean-Marc Jézéquel, Fabio Roli
2019	—	`conf`	Towards quality assurance of software product lines with adversarial configurations. SPLC (A) Paul Temple, Mathieu Acher, Gilles Perrouin, Battista Biggio, Jean-Marc Jézéquel, Fabio Roli
2019	A*	`conf`	Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks. USENIX Security Symposium Ambra Demontis, Marco Melis, Maura Pintor, Matthew Jagielski, Battista Biggio, Alina Oprea, Cristina Nita-Rotaru, Fabio Roli
2019	J	`jnl`	Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection. IEEE Trans. Dependable Secur. Comput. Ambra Demontis, Marco Melis, Battista Biggio, Davide Maiorca, Daniel Arp, Konrad Rieck, Igino Corona, Giorgio Giacinto, Fabio Roli
2018	—	`conf`	Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables. EUSIPCO Bojan Kolosnjaji, Ambra Demontis, Battista Biggio, Davide Maiorca, Giorgio Giacinto, Claudia Eckert, Fabio Roli
2018	J	`jnl`	Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables. CoRR Bojan Kolosnjaji, Ambra Demontis, Battista Biggio, Davide Maiorca, Giorgio Giacinto, Claudia Eckert, Fabio Roli
2018	—	`conf`	An experimental investigation on self adaptive facial recognition algorithms using a long time span data set. IPTA Giulia Orrù, Gian Luca Marcialis, Fabio Roli
2018	—	`conf`	Explaining Black-box Android Malware Detection. EUSIPCO Marco Melis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli
2018	J	`jnl`	Explaining Black-box Android Malware Detection. CoRR Marco Melis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli
2018	J	`jnl`	Face Presentation Attack Detection in Learned Color-liked Space. CoRR Lei Li, Zhaoqiang Xia, Abdenour Hadid, Xiaoyue Jiang, Fabio Roli, Xiaoyi Feng
2018	J	`jnl`	Is Data Clustering in Adversarial Settings Secure? CoRR Battista Biggio, Ignazio Pillai, Samuel Rota Bulò, Davide Ariu, Marcello Pelillo, Fabio Roli
2018	J	`jnl`	Is feature selection secure against training data poisoning? CoRR Huang Xiao, Battista Biggio, Gavin Brown, Giorgio Fumera, Claudia Eckert, Fabio Roli
2018	J	`jnl`	Multi-stage ranking approach for fast person re-identification. IET Comput. Vis. Giorgio Fumera, Fabio Roli
2018	J	`jnl`	On the Intriguing Connections of Regularization, Input Gradients and Transferability of Evasion and Poisoning Attacks. CoRR Ambra Demontis, Marco Melis, Maura Pintor, Matthew Jagielski, Battista Biggio, Alina Oprea, Cristina Nita-Rotaru, Fabio Roli
2018	J	`jnl`	Poisoning Behavioral Malware Clustering. CoRR Battista Biggio, Konrad Rieck, Davide Ariu, Christian Wressnegger, Igino Corona, Giorgio Giacinto, Fabio Roli
2018	J	`jnl`	Towards Adversarial Configurations for Software Product Lines. CoRR Paul Temple, Mathieu Acher, Battista Biggio, Jean-Marc Jézéquel, Fabio Roli
2018	A*	`conf`	Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning. CCS Battista Biggio, Fabio Roli
2018	J	`jnl`	Wild patterns: Ten years after the rise of adversarial machine learning. Pattern Recognit. Battista Biggio, Fabio Roli
2017	J	`jnl`	A parameter randomization approach for constructing classifier ensembles. Pattern Recognit. Enrica Santucci, Luca Didaci, Giorgio Fumera, Fabio Roli
2017	—	`conf`	Deepsquatting: Learning-Based Typosquatting Detection at Deeper Domain Levels. AI*IA Paolo Piredda, Davide Ariu, Battista Biggio, Igino Corona, Luca Piras, Giorgio Giacinto, Fabio Roli
2017	—	`conf`	DeltaPhish: Detecting Phishing Webpages in Compromised Websites. ESORICS (1) Igino Corona, Battista Biggio, Matteo Contini, Luca Piras, Roberto Corda, Mauro Mereu, Guido Mureddu, Davide Ariu, Fabio Roli
2017	J	`jnl`	DeltaPhish: Detecting Phishing Webpages in Compromised Websites. CoRR Igino Corona, Battista Biggio, Matteo Contini, Luca Piras, Roberto Corda, Mauro Mereu, Guido Mureddu, Davide Ariu, Fabio Roli
2017	J	`jnl`	Designing multi-label classifiers that maximize F measures: State of the art. Pattern Recognit. Ignazio Pillai, Giorgio Fumera, Fabio Roli
2017	J	`jnl`	Editorial of the Special Issue on Multi-instance Learning in Pattern Recognition and Vision. Pattern Recognit. Jianxin Wu, Xiang Bai, Marco Loog, Fabio Roli, Zhi-Hua Zhou
2017	J	`jnl`	Evasion Attacks against Machine Learning at Test Time. CoRR Battista Biggio, Igino Corona, Davide Maiorca, Blaine Nelson, Nedim Srndic, Pavel Laskov, Giorgio Giacinto, Fabio Roli
2017	J	`jnl`	Fingerprint liveness detection using local texture features. IET Biom. Luca Ghiani, Abdenour Hadid, Gian Luca Marcialis, Fabio Roli
2017	B	`conf`	Fingerprint presentation attacks detection based on the user-specific effect. IJCB Luca Ghiani, Gian Luca Marcialis, Fabio Roli
2017	—	`conf`	Gesture Modelling and Recognition by Integrating Declarative Models and Pattern Recognition Algorithms. ICIAP (1) Alessandro Carcangiu, Lucio Davide Spano, Giorgio Fumera, Fabio Roli
2017	—	`conf`	Infinity-Norm Support Vector Machines Against Adversarial Label Contamination. ITASEC Ambra Demontis, Battista Biggio, Giorgio Fumera, Giorgio Giacinto, Fabio Roli
2017	—	`conf`	Is Deep Learning Safe for Robot Vision? Adversarial Examples Against the iCub Humanoid. ICCV Workshops Marco Melis, Ambra Demontis, Battista Biggio, Gavin Brown, Giorgio Fumera, Fabio Roli
2017	J	`jnl`	Is Deep Learning Safe for Robot Vision? Adversarial Examples against the iCub Humanoid. CoRR Marco Melis, Ambra Demontis, Battista Biggio, Gavin Brown, Giorgio Fumera, Fabio Roli
2017	J	`jnl`	Learning extremely shared middle-level image representation for scene classification. Knowl. Inf. Syst. Peng Tang, Jin Zhang, Xinggang Wang, Bin Feng, Fabio Roli, Wenyu Liu
2017	J	`jnl`	On Security and Sparsity of Linear Classifiers for Adversarial Settings. CoRR Ambra Demontis, Paolo Russu, Battista Biggio, Giorgio Fumera, Fabio Roli
2017	J	`jnl`	Randomized Prediction Games for Adversarial Machine Learning. IEEE Trans. Neural Networks Learn. Syst. Samuel Rota Bulò, Battista Biggio, Ignazio Pillai, Marcello Pelillo, Fabio Roli
2017	J	`jnl`	Review of the Fingerprint Liveness Detection (LivDet) competition series: 2009 to 2015. Image Vis. Comput. Luca Ghiani, David A. Yambay, Valerio Mura, Gian Luca Marcialis, Fabio Roli, Stephanie Schuckers
2017	J	`jnl`	Security Evaluation of Pattern Classifiers under Attack. CoRR Battista Biggio, Giorgio Fumera, Fabio Roli
2017	J	`jnl`	Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems. IEEE Trans. Pattern Anal. Mach. Intell. Battista Biggio, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli
2017	J	`jnl`	Super-sparse Learning in Similarity Spaces. CoRR Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Fabio Roli
2017	—	`conf`	Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization. AISec@CCS Luis Muñoz-González, Battista Biggio, Ambra Demontis, Andrea Paudice, Vasin Wongrassamee, Emil C. Lupu, Fabio Roli
2017	J	`jnl`	Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization. CoRR Luis Muñoz-González, Battista Biggio, Ambra Demontis, Andrea Paudice, Vasin Wongrassamee, Emil C. Lupu, Fabio Roli
2017	J	`jnl`	Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning. CoRR Battista Biggio, Fabio Roli
2017	J	`jnl`	Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection. CoRR Ambra Demontis, Marco Melis, Battista Biggio, Davide Maiorca, Daniel Arp, Konrad Rieck, Igino Corona, Giorgio Giacinto, Fabio Roli
2016	—	`conf`	A Multi-Stage Approach for Fast Person Re-identification. S+SSPR Bahram Lavi, Giorgio Fumera, Fabio Roli
2016	J	`jnl`	Adaptive appearance model tracking for still-to-video face recognition. Pattern Recognit. M. Ali Akber Dewan, Eric Granger, Gian Luca Marcialis, Robert Sabourin, Fabio Roli
2016	J	`jnl`	Adversarial Feature Selection Against Evasion Attacks. IEEE Trans. Cybern. Fei Zhang, Patrick P. K. Chan, Battista Biggio, Daniel S. Yeung, Fabio Roli
2016	C	`conf`	Adversarial Pattern Recognition. ICPRAM Fabio Roli
2016	J	`jnl`	Multimodal Person Reidentification Using RGB-D Cameras. IEEE Trans. Circuits Syst. Video Technol. Federico Pala, Riccardo Satta, Giorgio Fumera, Fabio Roli
2016	—	`conf`	On Security and Sparsity of Linear Classifiers for Adversarial Settings. S+SSPR Ambra Demontis, Paolo Russu, Battista Biggio, Giorgio Fumera, Fabio Roli
2016	J	`jnl`	Randomized Prediction Games for Adversarial Machine Learning. CoRR Samuel Rota Bulò, Battista Biggio, Ignazio Pillai, Marcello Pelillo, Fabio Roli
2016	J	`jnl`	Review of the Fingerprint Liveness Detection (LivDet) competition series: 2009 to 2015. CoRR Luca Ghiani, David A. Yambay, Valerio Mura, Gian Luca Marcialis, Fabio Roli, Stephanie A. C. Schuckers
2016	—	`conf`	Secure Kernel Machines against Evasion Attacks. AISec@CCS Paolo Russu, Ambra Demontis, Battista Biggio, Giorgio Fumera, Fabio Roli
2016	J	`jnl`	Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems. CoRR Battista Biggio, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli
2016	J	`jnl`	Super-Sparse Learning in Similarity Spaces. IEEE Comput. Intell. Mag. Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Fabio Roli
2016	—	`conf`	User-specific effects in Fingerprint Presentation Attacks Detection: Insights for future research. ICB Luca Ghiani, Gian Luca Marcialis, Fabio Roli, Pierluigi Tuveri
2015	B	`conf`	2020 Cybercrime Economic Costs: No Measure No Solution. ARES Jart Armin, Bryn Thompson, Davide Ariu, Giorgio Giacinto, Fabio Roli, Piotr Kijewski
2015	—	`conf`	A Classification-Selection Approach for Self Updating of Face Verification Systems Under Stringent Storage and Computational Requirements. ICIAP (2) Pierluigi Tuveri, Valerio Mura, Gian Luca Marcialis, Fabio Roli
2015	—	`conf`	Adaptive Classification for Person Re-identification Driven by Change Detection. ICPRAM (1) Christophe Pagano, Eric Granger, Robert Sabourin, Gian Luca Marcialis, Fabio Roli
2015	J	`jnl`	Adversarial Biometric Recognition : A review on biometric system security from the adversarial machine-learning perspective. IEEE Signal Process. Mag. Battista Biggio, Giorgio Fumera, Paolo Russu, Luca Didaci, Fabio Roli
2015	—	`conf`	An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles. MCS Muhammad Atta Othman Ahmed, Luca Didaci, Giorgio Fumera, Fabio Roli
2015	—	`conf`	Counter-forensics in machine learning based forgery detection. Media Watermarking, Security, and Forensics Francesco Marra, Giovanni Poggi, Fabio Roli, Carlo Sansone, Luisa Verdoliva
2015	J	`jnl`	CyberROAD: Developing a Roadmap for Research in Cybercrime and Cyberterrorism. ERCIM News Peter Kieseberg, Olga E. Segou, Fabio Roli
2015	J	`jnl`	Diversified Sensitivity-Based Undersampling for Imbalance Classification Problems. IEEE Trans. Cybern. Wing W. Y. Ng, Junjie Hu, Daniel S. Yeung, Shaohua Yin, Fabio Roli
2015	—	`conf`	Fast Image Classification with Reduced Multiclass Support Vector Machines. ICIAP (2) Marco Melis, Luca Piras, Battista Biggio, Giorgio Giacinto, Giorgio Fumera, Fabio Roli
2015	A*	`conf`	Is Feature Selection Secure against Training Data Poisoning? ICML Huang Xiao, Battista Biggio, Gavin Brown, Giorgio Fumera, Claudia Eckert, Fabio Roli
2015	—	`conf`	LivDet 2015 fingerprint liveness detection competition 2015. BTAS Valerio Mura, Luca Ghiani, Gian Luca Marcialis, Fabio Roli, David A. Yambay, Stephanie A. C. Schuckers
2015	—	`ed.`	Multiple Classifier Systems - 12th International Workshop, MCS 2015, Günzburg, Germany, June 29 - July 1, 2015, Proceedings MCS Friedhelm Schwenker, Fabio Roli, Josef Kittler
2015	—	`ch.`	Multiple Classifier Systems. Encyclopedia of Biometrics Fabio Roli
2015	J	`jnl`	Neural shape codes for 3D model retrieval. Pattern Recognit. Lett. Song Bai, Xiang Bai, Wenyu Liu, Fabio Roli
2015	J	`jnl`	On Reducing the Effect of Covariate Factors in Gait Recognition: A Classifier Ensemble Method. IEEE Trans. Pattern Anal. Mach. Intell. Yu Guan, Chang-Tsun Li, Fabio Roli
2015	—	`conf`	One-and-a-Half-Class Multiple Classifier Systems for Secure Learning Against Evasion Attacks at Test Time. MCS Battista Biggio, Igino Corona, Zhi-Min He, Patrick P. K. Chan, Giorgio Giacinto, Daniel S. Yeung, Fabio Roli
2015	—	`conf`	PharmaGuard: Automatic identification of illegal search-indexed online pharmacies. CYBCONF Igino Corona, Matteo Contini, Davide Ariu, Giorgio Giacinto, Fabio Roli, Michael Lund, Giorgio Marinelli
2015	—	`conf`	Sparse support faces. ICB Battista Biggio, Marco Melis, Giorgio Fumera, Fabio Roli
2015	—	`conf`	Super-Sparse Regression for Fast Age Estimation from Faces at Test Time. ICIAP (2) Ambra Demontis, Battista Biggio, Giorgio Fumera, Fabio Roli
2015	J	`jnl`	Support vector machines under adversarial label contamination. Neurocomputing Huang Xiao, Battista Biggio, Blaine Nelson, Han Xiao, Claudia Eckert, Fabio Roli
2015	—	`conf`	Video Face Recognition From A Single Still Image Using an Adaptive Appearance Model Tracker. SSCI M. Ali Akber Dewan, Eric Granger, Robert Sabourin, Gian Luca Marcialis, Fabio Roli
2015	B	`conf`	Yet Another Cybersecurity Roadmapping Methodology. ARES Davide Ariu, Luca Didaci, Giorgio Fumera, Enrico Frumento, Federica Freschi, Giorgio Giacinto, Fabio Roli
2014	J	`jnl`	A novel method for head pose estimation based on the "Vitruvian Man". Int. J. Mach. Learn. Cybern. Gian Luca Marcialis, Fabio Roli, Gianluca Fadda
2014	J	`jnl`	Adaptive ensembles for face recognition in changing video surveillance environments. Inf. Sci. Christophe Pagano, Eric Granger, Robert Sabourin, Gian Luca Marcialis, Fabio Roli
2014	J	`jnl`	Analysis of unsupervised template update in biometric recognition systems. Pattern Recognit. Lett. Luca Didaci, Gian Luca Marcialis, Fabio Roli
2014	B	`conf`	Attacking the triangle test in sensor-based camera identification. ICIP Francesco Marra, Fabio Roli, Davide Cozzolino, Carlo Sansone, Luisa Verdoliva
2014	—	`conf`	Dynamic Weighted Fusion of Adaptive Classifier Ensembles Based on Changing Data Streams. ANNPR Christophe Pagano, Eric Granger, Robert Sabourin, Gian Luca Marcialis, Fabio Roli
2014	—	`conf`	Efficient adaptive face recognition systems based on capture conditions. CIBIM Christophe Pagano, Eric Granger, Robert Sabourin, Ajita Rattani, Gian Luca Marcialis, Fabio Roli
2014	B	`conf`	Learning of Multilabel Classifiers. ICPR Ignazio Pillai, Giorgio Fumera, Fabio Roli
2014	—	`ch.`	Multimodal Anti-spoofing in Biometric Recognition Systems. Handbook of Biometric Anti-Spoofing Giorgio Fumera, Gian Luca Marcialis, Battista Biggio, Fabio Roli, Stephanie A. C. Schuckers
2014	J	`jnl`	Pattern Recognition Systems under Attack: Design Issues and Research Challenges. Int. J. Pattern Recognit. Artif. Intell. Battista Biggio, Giorgio Fumera, Fabio Roli
2014	—	`ch.`	People Search with Textual Queries About Clothing Appearance Attributes. Person Re-Identification Riccardo Satta, Federico Pala, Giorgio Fumera, Fabio Roli
2014	—	`conf`	Poisoning Complete-Linkage Hierarchical Clustering. S+SSPR Battista Biggio, Samuel Rota Bulò, Ignazio Pillai, Michele Mura, Eyasu Zemene Mequanint, Marcello Pelillo, Fabio Roli
2014	—	`conf`	Poisoning behavioral malware clustering. AISec@CCS Battista Biggio, Konrad Rieck, Davide Ariu, Christian Wressnegger, Igino Corona, Giorgio Giacinto, Fabio Roli
2014	J	`jnl`	Security Evaluation of PatternClassifiers under Attack. IEEE Trans. Knowl. Data Eng. Battista Biggio, Giorgio Fumera, Fabio Roli
2014	J	`jnl`	Security Evaluation of Support Vector Machines in Adversarial Environments. CoRR Battista Biggio, Igino Corona, Blaine Nelson, Benjamin I. P. Rubinstein, Davide Maiorca, Giorgio Fumera, Giorgio Giacinto, Fabio Roli
2013	—	`conf`	A comparison of adaptive appearance methods for tracking faces in video surveillance. ICDP M. Ali Akber Dewan, Eric Granger, Fabio Roli, Robert Sabourin, Gian Luca Marcialis
2013	J	`jnl`	A multi-modal dataset, protocol and tools for adaptive biometric systems: a benchmarking study. Int. J. Biom. Ajita Rattani, Gian Luca Marcialis, Fabio Roli
2013	J	`jnl`	Adversarial attacks against intrusion detection systems: Taxonomy, solutions and open issues. Inf. Sci. Igino Corona, Giorgio Giacinto, Fabio Roli
2013	J	`jnl`	Biometric system adaptation by self-update and graph-based techniques. J. Vis. Lang. Comput. Ajita Rattani, Gian Luca Marcialis, Fabio Roli
2013	—	`conf`	Combining gait and face for tackling the elapsed time challenges. BTAS Yu Guan, Xingjie Wei, Chang-Tsun Li, Gian Luca Marcialis, Fabio Roli, Massimo Tistarelli
2013	—	`conf`	Diversity in Classifier Ensembles: Fertile Concept or Dead End? MCS Luca Didaci, Giorgio Fumera, Fabio Roli
2013	—	`conf`	Estimating the Serial Combination's Performance from That of Individual Base Classifiers. ICIAP (1) Gian Luca Marcialis, Luca Didaci, Fabio Roli
2013	—	`conf`	Evasion Attacks against Machine Learning at Test Time. ECML/PKDD (3) Battista Biggio, Igino Corona, Davide Maiorca, Blaine Nelson, Nedim Srndic, Pavel Laskov, Giorgio Giacinto, Fabio Roli
2013	—	`conf`	Exploiting the Golden Ratio on Human Faces for Head-Pose Estimation. ICIAP (1) Gianluca Fadda, Gian Luca Marcialis, Fabio Roli, Luca Ghiani
2013	—	`conf`	Fingerprint Liveness Detection using Binarized Statistical Image Features. BTAS Luca Ghiani, Abdenour Hadid, Gian Luca Marcialis, Fabio Roli
2013	—	`conf`	Is data clustering in adversarial settings secure? AISec Battista Biggio, Ignazio Pillai, Samuel Rota Bulò, Davide Ariu, Marcello Pelillo, Fabio Roli
2013	—	`conf`	LivDet 2013 Fingerprint Liveness Detection Competition 2013. ICB Luca Ghiani, David Yambay, Valerio Mura, Simona Tocco, Gian Luca Marcialis, Fabio Roli, Stephanie Schuckers
2013	J	`jnl`	Machine Learning Methods for Computer Security (Dagstuhl Perspectives Workshop 12371). Dagstuhl Manifestos Anthony D. Joseph, Pavel Laskov, Fabio Roli, J. Doug Tygar, Blaine Nelson
2013	J	`jnl`	Multi-label classification with a reject option. Pattern Recognit. Ignazio Pillai, Giorgio Fumera, Fabio Roli
2013	J	`jnl`	Multimodal fingerprint verification by score-level fusion: An experimental investigation. J. Intell. Fuzzy Syst. Gian Luca Marcialis, Fabio Roli, Luca Didaci
2013	—	`ed.`	Multiple Classifier Systems, 11th International Workshop, MCS 2013, Nanjing, China, May 15-17, 2013. Proceedings MCS Zhi-Hua Zhou, Fabio Roli, Josef Kittler
2013	—	`conf`	Pattern Recognition Systems under Attack. CIARP (1) Fabio Roli, Battista Biggio, Giorgio Fumera
2013	—	`conf`	Poisoning attacks to compromise face templates. ICB Battista Biggio, Luca Didaci, Giorgio Fumera, Fabio Roli
2013	—	`conf`	Real-time Appearance-based Person Re-identification Over Multiple KinectTM Cameras. VISAPP (2) Riccardo Satta, Federico Pala, Giorgio Fumera, Fabio Roli
2013	—	`conf`	The 2nd competition on counter measures to 2D face spoofing attacks. ICB Ivana Chingovska, J. Yang, Zhen Lei, Dong Yi, Stan Z. Li, Olga Kähm, Christian Glaser, Naser Damer, Arjan Kuijper, Alexander Nouak, Jukka Komulainen, Tiago Freitas Pereira, Shubham Gupta, Shubham Khandelwal, Shubham Bansal, Ayush K. Rai, Tarun Krishna, Dushyant Goyal, Muhammad-Adeel Waris, Honglei Zhang, Iftikhar Ahmad, Serkan Kiranyaz, Moncef Gabbouj, Roberto Tronci, Maurizio Pili, Nicola Sirena, Fabio Roli, Javier Galbally, Julian Fiérrez, Allan da Silva Pinto, Hélio Pedrini, W. S. Schwartz, Anderson Rocha, André Anjos, Sébastien Marcel
2013	J	`jnl`	Threshold optimisation for multi-label classifiers. Pattern Recognit. Ignazio Pillai, Giorgio Fumera, Fabio Roli
2012	—	`conf`	A Bayesian analysis of co-training algorithm with insufficient views. ISSPA Luca Didaci, Fabio Roli
2012	—	`conf`	A General Method for Appearance-Based People Search Based on Textual Queries. ECCV Workshops (1) Riccardo Satta, Giorgio Fumera, Fabio Roli
2012	B	`conf`	A dual-staged classification-selection approach for automated update of biometric templates. ICPR Ajita Rattani, Gian Luca Marcialis, Eric Granger, Fabio Roli
2012	—	`conf`	Analysis of Co-training Algorithm with Very Small Training Sets. SSPR/SPR Luca Didaci, Giorgio Fumera, Fabio Roli
2012	—	`conf`	Appearance-based people recognition by local dissimilarity representations. MM&Sec Riccardo Satta, Giorgio Fumera, Fabio Roli
2012	J	`jnl`	Critical analysis of adaptive biometric systems. IET Biom. Norman Poh, Ajita Rattani, Fabio Roli
2012	—	`conf`	Evaluation of multimodal biometric score fusion rules under spoof attacks. ICB Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli
2012	—	`conf`	Evaluation of serial and parallel multibiometric systems under spoofing attacks. BTAS Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli
2012	—	`conf`	Experimental results on the feature-level fusion of multiple fingerprint liveness detection algorithms. MM&Sec Luca Ghiani, Gian Luca Marcialis, Fabio Roli
2012	B	`conf`	F-measure optimisation in multi-label classifiers. ICPR Ignazio Pillai, Giorgio Fumera, Fabio Roli
2012	J	`jnl`	Fast person re-identification based on dissimilarity representations. Pattern Recognit. Lett. Riccardo Satta, Giorgio Fumera, Fabio Roli
2012	J	`jnl`	Fingerprint Liveness Detection Based on Fake Finger Characteristics. Int. J. Digit. Crime Forensics Gian Luca Marcialis, Pietro Coli, Fabio Roli
2012	B	`conf`	Fingerprint liveness detection by local phase quantization. ICPR Luca Ghiani, Gian Luca Marcialis, Fabio Roli
2012	—	`conf`	Large Scale Experiments on Fingerprint Liveness Detection. SSPR/SPR Gian Luca Marcialis, Luca Ghiani, Katja Vetter, Dirk Morgeneier, Fabio Roli
2012	—	`conf`	Learning sparse kernel machines with biometric similarity functions for identity recognition. BTAS Battista Biggio, Giorgio Fumera, Fabio Roli
2012	—	`conf`	LivDet 2011 - Fingerprint liveness detection competition 2011. ICB David Yambay, Luca Ghiani, Paolo Denti, Gian Luca Marcialis, Fabio Roli, Stephanie A. C. Schuckers
2012	J	`jnl`	Machine Learning Methods for Computer Security (Dagstuhl Perspectives Workshop 12371). Dagstuhl Reports Anthony D. Joseph, Pavel Laskov, Fabio Roli, J. Doug Tygar, Blaine Nelson
2012	—	`conf`	Poisoning Adaptive Biometric Systems. SSPR/SPR Battista Biggio, Giorgio Fumera, Fabio Roli, Luca Didaci
2012	J	`jnl`	Security evaluation of biometric authentication systems under real spoofing attacks. IET Biom. Battista Biggio, Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli
2012	—	`conf`	Why template self-update should work in biometric authentication systems? ISSPA Gian Luca Marcialis, Luca Didaci, Alessandro Pisano, Eric Granger, Fabio Roli
2011	—	`conf`	A Classification Approach with a Reject Option for Multi-label Problems. ICIAP (1) Ignazio Pillai, Giorgio Fumera, Fabio Roli
2011	J	`jnl`	A Multiple Component Matching Framework for Person Re-Identification CoRR Riccardo Satta, Giorgio Fumera, Fabio Roli, Marco Cristani, Vittorio Murino
2011	—	`conf`	A Multiple Component Matching Framework for Person Re-identification. ICIAP (2) Riccardo Satta, Giorgio Fumera, Fabio Roli, Marco Cristani, Vittorio Murino
2011	J	`jnl`	A survey and experimental evaluation of image spam filtering techniques. Pattern Recognit. Lett. Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli
2011	—	`conf`	Bagging Classifiers for Fighting Poisoning Attacks in Adversarial Classification Tasks. MCS Battista Biggio, Igino Corona, Giorgio Fumera, Giorgio Giacinto, Fabio Roli
2011	—	`conf`	Classifier Selection Approaches for Multi-label Problems. MCS Ignazio Pillai, Giorgio Fumera, Fabio Roli
2011	B	`conf`	Competition on counter measures to 2-D facial spoofing attacks. IJCB Murali Mohan Chakka, André Anjos, Sébastien Marcel, Roberto Tronci, Daniele Muntoni, Gianluca Fadda, Maurizio Pili, Nicola Sirena, Gabriele Murgia, Marco Ristori, Fabio Roli, Junjie Yan, Dong Yi, Zhen Lei, Zhiwei Zhang, Stan Z. Li, William Robson Schwartz, Anderson Rocha, Hélio Pedrini, Javier Lorenzo-Navarro, Modesto Castrillón Santana, Jukka Määttä, Abdenour Hadid, Matti Pietikäinen
2011	B	`conf`	Design of robust classifiers for adversarial environments. SMC Battista Biggio, Giorgio Fumera, Fabio Roli
2011	—	`conf`	Exploiting Depth Information for Indoor-Outdoor Scene Classification. ICIAP (2) Ignazio Pillai, Riccardo Satta, Giorgio Fumera, Fabio Roli
2011	—	`conf`	Exploiting Dissimilarity Representations for Person Re-identification. SIMBAD Riccardo Satta, Giorgio Fumera, Fabio Roli
2011	—	`conf`	Fusion of Radio and Video Localization for People Tracking. AmI Massimiliano Dibitonto, Antonio Buonaiuto, Gian Luca Marcialis, Daniele Muntoni, Carlo Maria Medaglia, Fabio Roli
2011	B	`conf`	Fusion of multiple clues for photo-attack detection in face recognition systems. IJCB Roberto Tronci, Daniele Muntoni, Gianluca Fadda, Maurizio Pili, Nicola Sirena, Gabriele Murgia, Marco Ristori, Sardegna Ricerche, Fabio Roli
2011	—	`conf`	Machine learning in computer forensics (and the lessons learned from machine learning in computer security). AISec Davide Ariu, Giorgio Giacinto, Fabio Roli
2011	—	`ed.`	Multiple Classifier Systems - 10th International Workshop, MCS 2011, Naples, Italy, June 15-17, 2011. Proceedings MCS Carlo Sansone, Josef Kittler, Fabio Roli
2011	—	`conf`	Robustness Evaluation of Biometric Systems under Spoof Attacks. ICIAP (1) Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli
2011	—	`conf`	Robustness analysis of likelihood ratio score fusion rule for multimodal biometric systems under spoof attacks. ICCST Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli
2011	B	`conf`	Robustness of multi-modal biometric verification systems under realistic spoofing attacks. IJCB Battista Biggio, Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli
2011	—	`conf`	Self adaptive systems: An experimental analysis of the performance over time. CIBIM Ajita Rattani, Gian Luca Marcialis, Fabio Roli
2011	—	`conf`	Temporal Analysis of Biometric Template Update Procedures in Uncontrolled Environment. ICIAP (1) Ajita Rattani, Gian Luca Marcialis, Fabio Roli
2010	—	`ch.`	A Fingerprint Forensic Tool for Criminal Investigations. Handbook of Research on Computational Forensics, Digital Crime, and Investigation Gian Luca Marcialis, Fabio Roli, Pietro Coli, Giovanni Delogu
2010	B	`conf`	A Score Decidability Index for Dynamic Score Combination. ICPR Carlo Lobrano, Roberto Tronci, Giorgio Giacinto, Fabio Roli
2010	B	`conf`	Analysis of Fingerprint Pores for Vitality Detection. ICPR Gian Luca Marcialis, Fabio Roli, Alessandra Tidu
2010	—	`conf`	Dynamic Linear Combination of Two-Class Classifiers. SSPR/SPR Carlo Lobrano, Roberto Tronci, Giorgio Giacinto, Fabio Roli
2010	—	`conf`	Multiple Classifier Systems under Attack. MCS Battista Biggio, Giorgio Fumera, Fabio Roli
2010	—	`ed.`	Multiple Classifier Systems, 9th International Workshop, MCS 2010, Cairo, Egypt, April 7-9, 2010. Proceedings MCS Neamat El Gayar, Josef Kittler, Fabio Roli
2010	J	`jnl`	Multiple classifier systems for robust classifier design in adversarial environments. Int. J. Mach. Learn. Cybern. Battista Biggio, Giorgio Fumera, Fabio Roli
2009	Misc	`conf`	An Experimental Analysis of the Relationship between Biometric Template Update and the Doddington's Zoo: A Case Study in Face Verification. ICIAP Ajita Rattani, Gian Luca Marcialis, Fabio Roli
2009	—	`ch.`	Bayesian Linear Combination of Neural Networks. Innovations in Neural Information Paradigms and Applications Battista Biggio, Giorgio Fumera, Fabio Roli
2009	—	`conf`	Challenges and Research Directions for Adaptive Biometric Recognition Systems. ICB Norman Poh, Rita Wong, Josef Kittler, Fabio Roli
2009	J	`jnl`	Designing multiple biometric systems: Measures of ensemble effectiveness. Eng. Appl. Artif. Intell. Roberto Tronci, Giorgio Giacinto, Fabio Roli
2009	—	`conf`	Dynamic Score Combination: A Supervised and Unsupervised Score Combination Method. MLDM Roberto Tronci, Giorgio Giacinto, Fabio Roli
2009	—	`ch.`	Evade Hard Multiple Classifier Systems. Applications of Supervised and Unsupervised Ensemble Methods Battista Biggio, Giorgio Fumera, Fabio Roli
2009	Misc	`conf`	First International Fingerprint Liveness Detection Competition - LivDet 2009. ICIAP Gian Luca Marcialis, Aaron Lewicke, Bozhao Tan, Pietro Coli, Dominic Grimberg, Alberto Congiu, Alessandra Tidu, Fabio Roli, Stephanie A. C. Schuckers
2009	J	`jnl`	Group-specific face verification using soft biometrics. J. Vis. Lang. Comput. Gian Luca Marcialis, Fabio Roli, Daniele Muntoni
2009	J	`jnl`	Information fusion for computer security: State of the art and open issues. Inf. Fusion Igino Corona, Giorgio Giacinto, Claudio Mazzariello, Fabio Roli, Carlo Sansone
2009	J	`jnl`	Information fusion in computer security. Inf. Fusion Giorgio Giacinto, Fabio Roli, Carlo Sansone
2009	—	`conf`	Modelling FRR of Biometric Verification Systems Using the Template Co-update Algorithm. ICB Luca Didaci, Gian Luca Marcialis, Fabio Roli
2009	—	`conf`	Multiple Classifier Systems for Adversarial Classification Tasks. MCS Battista Biggio, Giorgio Fumera, Fabio Roli
2009	—	`ed.`	Multiple Classifier Systems, 8th International Workshop, MCS 2009, Reykjavik, Iceland, June 10-12, 2009. Proceedings MCS Jón Atli Benediktsson, Josef Kittler, Fabio Roli
2009	—	`ch.`	Multiple Classifier Systems. Encyclopedia of Biometrics Fabio Roli
2009	J	`jnl`	Personal identity verification by serial fusion of fingerprint and face matchers. Pattern Recognit. Gian Luca Marcialis, Fabio Roli, Luca Didaci
2009	—	`conf`	Semi-supervised Co-update of Multiple Matchers. MCS Luca Didaci, Gian Luca Marcialis, Fabio Roli
2009	—	`conf`	Template Update Methods in Adaptive Biometric Systems: A Critical Review. ICB Ajita Rattani, Biagio Freni, Gian Luca Marcialis, Fabio Roli
2008	J	`jnl`	A Theoretical Analysis of Bagging as a Linear Combination of Classifiers. IEEE Trans. Pattern Anal. Mach. Intell. Giorgio Fumera, Fabio Roli, Alessandra Serrau
2008	—	`conf`	A Theoretical and Experimental Analysis of Template Co-update in Biometric Verification Systems. SSPR/SPR Luca Didaci, Gian Luca Marcialis, Fabio Roli
2008	—	`conf`	Adversarial Pattern Classification Using Multiple Classifiers and Randomisation. SSPR/SPR Battista Biggio, Giorgio Fumera, Fabio Roli
2008	—	`conf`	Biometric Template Update: An Experimental Investigation on the Relationship between Update Errors and Performance Degradation in Face Verification. SSPR/SPR Gian Luca Marcialis, Ajita Rattani, Fabio Roli
2008	—	`conf`	Capturing large intra-class variations of biometric data by template co-updating. CVPR Workshops Ajita Rattani, Gian Luca Marcialis, Fabio Roli
2008	—	`conf`	Combination of Experts by Classifiers in Similarity Score Spaces. SSPR/SPR Roberto Tronci, Giorgio Giacinto, Fabio Roli
2008	B	`conf`	Dynamic score combination of binary experts. ICPR Roberto Tronci, Giorgio Giacinto, Fabio Roli
2008	J	`jnl`	Fingerprint silicon Replicas: Static and Dynamic Features for Vitality Detection Using an Optical Capture Device. Int. J. Image Graph. Pietro Coli, Gian Luca Marcialis, Fabio Roli
2008	—	`conf`	Improving Image Spam Filtering Using Image Text Features. CEAS Giorgio Fumera, Fabio Roli, Battista Biggio, Ignazio Pillai
2008	—	`ch.`	Instance-Based Relevance Feedback in Image Retrieval Using Dissimilarity Spaces. Case-Based Reasoning on Images and Signals Giorgio Giacinto, Fabio Roli
2008	J	`jnl`	Intrusion detection in computer networks by a modular ensemble of one-class classifiers. Inf. Fusion Giorgio Giacinto, Roberto Perdisci, Mauro Del Rio, Fabio Roli
2008	—	`conf`	Online and Offline Fingerprint Template Update Using Minutiae: An Experimental Comparison. AMDO Biagio Freni, Gian Luca Marcialis, Fabio Roli
2008	J	`jnl`	Performance of fingerprint quality measures depending on sensor technology. J. Electronic Imaging Fernando Alonso-Fernandez, Fabio Roli, Gian Luca Marcialis, Julian Fiérrez, Javier Ortega-Garcia, Joaquin Gonzalez-Rodriguez
2008	—	`conf`	Replacement Algorithms for Fingerprint Template Update. ICIAR Biagio Freni, Gian Luca Marcialis, Fabio Roli
2008	—	`ed.`	Structural, Syntactic, and Statistical Pattern Recognition, Joint IAPR International Workshop, SSPR & SPR 2008, Orlando, USA, December 4-6, 2008. Proceedings SSPR/SPR Niels da Vitoria Lobo, Takis Kasparis, Fabio Roli, James Tin-Yau Kwok, Michael Georgiopoulos, Georgios C. Anagnostopoulos, Marco Loog
2008	—	`conf`	Template Selection by Editing Algorithms: A Case Study in Face Recognition. SSPR/SPR Biagio Freni, Gian Luca Marcialis, Fabio Roli
2007	—	`conf`	Bayesian Analysis of Linear Combiners. MCS Battista Biggio, Giorgio Fumera, Fabio Roli
2007	Misc	`conf`	Dynamic Score Selection for Fusion of Multiple Biometric Matchers. ICIAP Roberto Tronci, Giorgio Giacinto, Fabio Roli
2007	—	`conf`	Ensemble Learning in Linearly Combined Classifiers Via Negative Correlation. MCS Manuela Zanda, Gavin Brown, Giorgio Fumera, Fabio Roli
2007	—	`ch.`	Graph-Based and Structural Methods for Fingerprint Classification. Applied Graph Theory in Computer Vision and Pattern Recognition Gian Luca Marcialis, Fabio Roli, Alessandra Serrau
2007	Misc	`conf`	Image Spam Filtering Using Visual Information. ICIAP Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli
2007	—	`conf`	Image Spam Filtering by Content Obscuring Detection. CEAS Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli
2007	—	`conf`	Index Driven Combination of Multiple Biometric Experts for AUC Maximisation. MCS Roberto Tronci, Giorgio Giacinto, Fabio Roli
2007	—	`ed.`	Multiple Classifier Systems, 7th International Workshop, MCS 2007, Prague, Czech Republic, May 23-25, 2007, Proceedings MCS Michal Haindl, Josef Kittler, Fabio Roli
2007	—	`conf`	Power spectrum-based fingerprint vitality detection. AutoID Pietro Coli, Gian Luca Marcialis, Fabio Roli
2007	Misc	`conf`	Score-level fusion of fingerprint and face matchers for personal verification under "stress" conditions. ICIAP Gian Luca Marcialis, Fabio Roli
2007	—	`conf`	Selection of Experts for the Design of Multiple Biometric Systems. MLDM Roberto Tronci, Giorgio Giacinto, Fabio Roli
2007	—	`conf`	Serial Fusion of Fingerprint and Face Matchers. MCS Gian Luca Marcialis, Fabio Roli
2007	—	`conf`	Template Co-update in Multimodal Biometric Systems. ICB Fabio Roli, Luca Didaci, Gian Luca Marcialis
2007	—	`conf`	Vitality Detection from Fingerprint Images: A Critical Survey. ICB Pietro Coli, Gian Luca Marcialis, Fabio Roli
2006	J	`jnl`	Alarm clustering for intrusion detection systems in computer networks. Eng. Appl. Artif. Intell. Roberto Perdisci, Giorgio Giacinto, Fabio Roli
2006	—	`conf`	Analysis and Selection of Features for the Fingerprint Vitality Detection. SSPR/SPR Pietro Coli, Gian Luca Marcialis, Fabio Roli
2006	J	`jnl`	Decision-level Fusion of Pca and Lda-based Face Recognition Algorithms. Int. J. Image Graph. Gian Luca Marcialis, Fabio Roli
2006	—	`conf`	Semi-supervised PCA-Based Face Recognition Using Self-training. SSPR/SPR Fabio Roli, Gian Luca Marcialis
2006	J	`jnl`	Spam Filtering Based On The Analysis Of Text Information Embedded Into Images. J. Mach. Learn. Res. Giorgio Fumera, Ignazio Pillai, Fabio Roli
2006	—	`ed.`	Structural, Syntactic, and Statistical Pattern Recognition, Joint IAPR International Workshops, SSPR 2006 and SPR 2006, Hong Kong, China, August 17-19, 2006, Proceedings SSPR/SPR Dit-Yan Yeung, James T. Kwok, Ana L. N. Fred, Fabio Roli, Dick de Ridder
2006	—	`conf`	Using Co-training and Self-training in Semi-supervised Multiple Classifier Systems. SSPR/SPR Luca Didaci, Fabio Roli
2005	J	`jnl`	A Theoretical and Experimental Analysis of Linear Combiners for Multiple Classifier Systems. IEEE Trans. Pattern Anal. Mach. Intell. Giorgio Fumera, Fabio Roli
2005	J	`jnl`	A study on the performances of dynamic classifier selection based on local accuracy estimation. Pattern Recognit. Luca Didaci, Giorgio Giacinto, Fabio Roli, Gian Luca Marcialis
2005	—	`conf`	Alarm Clustering for Intrusion Detection Systems in Computer Networks. MLDM Giorgio Giacinto, Roberto Perdisci, Fabio Roli
2005	—	`conf`	An Experimental Comparison of Fingerprint Classification Methods Using Graphs. GbRPR Alessandra Serrau, Gian Luca Marcialis, Horst Bunke, Fabio Roli
2005	—	`conf`	Dynamics of Variance Reduction in Bagging and Other Techniques Based on Randomisation. Multiple Classifier Systems Giorgio Fumera, Fabio Roli, Alessandra Serrau
2005	J	`jnl`	Fusion of multiple fingerprint matchers by single-layer perceptron with class-separation loss function. Pattern Recognit. Lett. Gian Luca Marcialis, Fabio Roli
2005	Misc	`ed.`	Image Analysis and Processing - ICIAP 2005, 13th International Conference, Cagliari, Italy, September 6-8, 2005, Proceedings ICIAP Fabio Roli, Sergio Vitulano
2005	—	`ed.`	Multiple Classifier Systems, 6th International Workshop, MCS 2005, Seaside, CA, USA, June 13-15, 2005, Proceedings Multiple Classifier Systems Nikunj C. Oza, Robi Polikar, Josef Kittler, Fabio Roli
2005	Misc	`conf`	Network Intrusion Detection by Combining One-Class Classifiers. ICIAP Giorgio Giacinto, Roberto Perdisci, Fabio Roli
2005	Misc	`conf`	Score Selection Techniques for Fingerprint Multi-modal Biometric Authentication. ICIAP Giorgio Giacinto, Fabio Roli, Roberto Tronci
2005	—	`conf`	Semi-supervised Multiple Classifier Systems: Background and Research Directions. Multiple Classifier Systems Fabio Roli
2004	—	`conf`	A Two-Stage Classifier with Reject Option for Text Categorisation. SSPR/SPR Giorgio Fumera, Ignazio Pillai, Fabio Roli
2004	J	`jnl`	Analysis of error-reject trade-off in linearly combined multiple classifiers. Pattern Recognit. Giorgio Fumera, Fabio Roli
2004	J	`jnl`	Bayesian relevance feedback for content-based image retrieval. Pattern Recognit. Giorgio Giacinto, Fabio Roli
2004	J	`jnl`	Editorial. Int. J. Pattern Recognit. Artif. Intell. Fabio Roli, Josef Kittler
2004	—	`conf`	Fingerprint Verification by Decision-Level Fusion of Optical and Capacitive Sensors. ECCV Workshop BioAW Gian Luca Marcialis, Fabio Roli
2004	J	`jnl`	Fingerprint verification by fusion of optical and capacitive sensors. Pattern Recognit. Lett. Gian Luca Marcialis, Fabio Roli
2004	J	`jnl`	Fusion of appearance-based face recognition algorithms. Pattern Anal. Appl. Gian Luca Marcialis, Fabio Roli
2004	—	`conf`	High Security Fingerprint Verification by Perceptron-Based Fusion of Multiple Matchers. Multiple Classifier Systems Gian Luca Marcialis, Fabio Roli
2004	—	`conf`	Instance-Based Relevance Feedback for Image Retrieval. NIPS Giorgio Giacinto, Fabio Roli
2004	—	`ed.`	Multiple Classifier Systems, 5th International Workshop, MCS 2004, Cagliari, Italy, June 9-11, 2004, Proceedings Multiple Classifier Systems Fabio Roli, Josef Kittler, Terry Windeatt
2004	—	`conf`	Nearest-Prototype Relevance Feedback for Content Based Image Retrieval. ICPR (2) Giorgio Giacinto, Fabio Roli
2004	J	`jnl`	Statistical and neural classifiers: an integrated approach to design (Advances in Pattern Recognition Series). By S.Raudys. Pattern Anal. Appl. Fabio Roli
2003	—	`conf`	A Modular Multiple Classifier System for the Detection of Intrusions in Computer Networks. Multiple Classifier Systems Giorgio Giacinto, Fabio Roli, Luca Didaci
2003	Misc	`conf`	Classification with reject option in text categorisation systems. ICIAP Giorgio Fumera, Ignazio Pillai, Fabio Roli
2003	J	`jnl`	Combining flat and structured representations for fingerprint classification with recursive neural networks and support vector machines. Pattern Recognit. Yuan Yao, Gian Luca Marcialis, Massimiliano Pontil, Paolo Frasconi, Fabio Roli
2003	—	`conf`	Dissimilarity Representation of Images for Relevance Feedback in Content-Based Image Retrieval. MLDM Giorgio Giacinto, Fabio Roli
2003	—	`conf`	Experimental Results on Fusion of Multiple Fingerprint Matchers. AVBPA Gian Luca Marcialis, Fabio Roli
2003	—	`conf`	Fusion of Statistical and Structural Fingerprint Classifiers. AVBPA Gian Luca Marcialis, Fabio Roli, Alessandra Serrau
2003	J	`jnl`	Fusion of multiple classifiers for intrusion detection in computer networks. Pattern Recognit. Lett. Giorgio Giacinto, Fabio Roli, Luca Didaci
2003	—	`conf`	Linear Combiners for Classifier Fusion: Some Theoretical and Experimental Results. Multiple Classifier Systems Giorgio Fumera, Fabio Roli
2003	—	`ed.`	Multiple Classifier Systems, 4th International Workshop, MCS 2003, Guilford, UK, June 11-13, 2003, Proceedings Multiple Classifier Systems Terry Windeatt, Fabio Roli
2003	—	`conf`	The Behavior Knowledge Space Fusion Method: Analysis of Generalization Error and Strategies for Performance Improvement. Multiple Classifier Systems Sarunas Raudys, Fabio Roli
2002	J	`jnl`	A note on core research issues for statistical pattern recognition. Pattern Recognit. Lett. Robert P. W. Duin, Fabio Roli, Dick de Ridder
2002	—	`conf`	An Experimental Comparison of Classifier Fusion Rules for Multimodal Personal Identity Verification Systems. Multiple Classifier Systems Fabio Roli, Josef Kittler, Giorgio Fumera, Daniele Muntoni
2002	—	`conf`	An Experimental Comparison of Fixed and Trained Fusion Rules for Crisp Classifier Outputs. Multiple Classifier Systems Fabio Roli, Sarunas Raudys, Gian Luca Marcialis
2002	—	`conf`	Analysis of Error-Reject Trade-off in Linearly Combined Classifiers. ICPR (2) Fabio Roli, Giorgio Fumera, Gianni Vernazza
2002	—	`conf`	Analysis of Linear and Order Statistics Combiners for Fusion of Imbalanced Classifiers. Multiple Classifier Systems Fabio Roli, Giorgio Fumera
2002	—	`conf`	Decision Level Fusion of Intramodal Personal Identity Verification Experts. Multiple Classifier Systems Josef Kittler, Marco Ballette, Jacek Czyz, Fabio Roli, Luc Vandendorpe
2002	—	`conf`	Enhancing the performance of personal identity authentication systems by fusion of face verification experts. ICME (2) Josef Kittler, Marco Ballette, Jacek Czyz, Fabio Roli, Luc Vandendorpe
2002	—	`conf`	Fusion of LDA and PCA for Face Verification. Biometric Authentication Gian Luca Marcialis, Fabio Roli
2002	J	`jnl`	Fusion of multiple classifiers. Inf. Fusion Fabio Roli, Josef Kittler
2002	—	`conf`	Intrusion Detection in Computer Networks by Multiple Classifier Systems. ICPR (2) Giorgio Giacinto, Fabio Roli
2002	—	`ed.`	Multiple Classifier Systems, Third International Workshop, MCS 2002, Cagliari, Italy, June 24-26, 2002, Proceedings Multiple Classifier Systems Fabio Roli, Josef Kittler
2002	—	`conf`	Performance Analysis and Comparison of Linear Combiners for Classifier Fusion. SSPR/SPR Giorgio Fumera, Fabio Roli
2002	—	`conf`	Query Shifting Based on Bayesian Decision Theory for Content-Based Image Retrieval. SSPR/SPR Giorgio Giacinto, Fabio Roli
2002	J	`jnl`	Stock Market Prediction by a Mixture of Genetic-Neural Experts. Int. J. Pattern Recognit. Artif. Intell. Giuliano Armano, Andrea Murru, Fabio Roli
2002	—	`conf`	Support Vector Machines with Embedded Reject Option. SVM Giorgio Fumera, Fabio Roli
2001	Misc	`conf`	A Method for Error Rejection in Multiple Classifier Systems. ICIAP Giorgio Fumera, Fabio Roli, Gianni Vernazza
2001	—	`conf`	A New Machine Learning Approach to Fingerprint Classification. AI*IA Yuan Yao, Gian Luca Marcialis, Massimiliano Pontil, Paolo Frasconi, Fabio Roli
2001	—	`conf`	Adaptive Query Shifting for Content-Based Image Retrieval. MLDM Giorgio Giacinto, Fabio Roli, Giorgio Fumera
2001	J	`jnl`	An approach to the automatic design of multiple classifier systems. Pattern Recognit. Lett. Giorgio Giacinto, Fabio Roli
2001	—	`conf`	Complexity of Data Subsets Generated by the Random Subspace Method: An Experimental Investigation. Multiple Classifier Systems Ludmila I. Kuncheva, Fabio Roli, Gian Luca Marcialis, Catherine A. Shipp
2001	J	`jnl`	Design of effective neural network ensembles for image classification purposes. Image Vis. Comput. Giorgio Giacinto, Fabio Roli
2001	J	`jnl`	Dynamic classifier selection based on multiple classifier behaviour. Pattern Recognit. Giorgio Giacinto, Fabio Roli
2001	—	`conf`	Error Rejection in Linearly Combined Multiple Classifiers. Multiple Classifier Systems Giorgio Fumera, Fabio Roli
2001	—	`conf`	Fingerprint Classification by Combination of Flat and Structural Approaches. AVBPA Gian Luca Marcialis, Fabio Roli, Paolo Frasconi
2001	—	`conf`	Methods for Designing Multiple Classifier Systems. Multiple Classifier Systems Fabio Roli, Giorgio Giacinto, Gianni Vernazza
2001	—	`ed.`	Multiple Classifier Systems, Second International Workshop, MCS 2001 Cambridge, UK, July 2-4, 2001, Proceedings Multiple Classifier Systems Josef Kittler, Fabio Roli
2000	B	`conf`	A Theoretical Framework for Dynamic Classifier Selection. ICPR Giorgio Giacinto, Fabio Roli
2000	J	`jnl`	Combination of neural and statistical algorithms for supervised classification of remote-sensing image. Pattern Recognit. Lett. Giorgio Giacinto, Fabio Roli, Lorenzo Bruzzone
2000	B	`conf`	Design of Effective Multiple Classifier Systems by Clustering of Classifiers. ICPR Giorgio Giacinto, Fabio Roli, Giorgio Fumera
2000	—	`conf`	Dynamic Classifier Selection. Multiple Classifier Systems Giorgio Giacinto, Fabio Roli
2000	—	`ed.`	Multiple Classifier Systems, First International Workshop, MCS 2000, Cagliari, Italy, June 21-23, 2000, Proceedings Multiple Classifier Systems Josef Kittler, Fabio Roli
2000	—	`conf`	Multiple Reject Thresholds for Improving Classification Reliability. SSPR/SPR Giorgio Fumera, Fabio Roli, Giorgio Giacinto
2000	J	`jnl`	Reject option with multiple thresholds. Pattern Recognit. Giorgio Fumera, Fabio Roli, Giorgio Giacinto
2000	—	`conf`	Selection of Classifiers Based on Multiple Classifier Behaviour. SSPR/SPR Giorgio Giacinto, Fabio Roli, Giorgio Fumera
2000	—	`conf`	Unsupervised Learning of Neural Network Ensembles for Image Classification. IJCNN (3) Giorgio Giacinto, Fabio Roli, Giorgio Fumera
1999	—	`conf`	Automatic Design of Multiple Classifier Systems by Unsupervised Learning. MLDM Giorgio Giacinto, Fabio Roli
1999	Misc	`conf`	Methods for Dynamic Classifier Selection. ICIAP Giorgio Giacinto, Fabio Roli
1998	J	`jnl`	A parallel network of modified 1-NN and k-NN classifiers - Application to remote-sensing image classification. Pattern Recognit. Lett. Adam Józwik, Sebastiano B. Serpico, Fabio Roli
1998	J	`jnl`	Structured neural networks for signal classification. Signal Process. Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico
1997	—	`conf`	Adaptive Selection of Image Classifiers. ICIAP (1) Giorgio Giacinto, Fabio Roli
1997	J	`jnl`	Application of neural networks and statistical pattern recognition algorithms to earthquake risk evaluation. Pattern Recognit. Lett. Giorgio Giacinto, R. Paolucci, Fabio Roli
1997	—	`conf`	The COMPARES Project: COnnectionist Methods for Preprocessing and Analysis of REmote Sensing Data. ICIAP (2) Jim Austin, Giorgio Giacinto, I. Kanellopoulos, Ken Lees, Fabio Roli, Gianni Vernazza, G. Wilkinson
1996	J	`jnl`	A hybrid system for two-dimensional image recognition. Proc. IEEE Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza
1996	J	`jnl`	An experimental comparison of neural and statistical non-parametric algorithms for supervised classification of remote-sensing images. Pattern Recognit. Lett. Sebastiano B. Serpico, Lorenzo Bruzzone, Fabio Roli
1996	B	`conf`	Classification of multisensor remote-sensing images by multiple structured neural networks. ICPR Fabio Roli, Sebastiano B. Serpico, Lorenzo Bruzzone
1996	—	`conf`	Classification of multispectral remote-sensing images by neural networks. EUSIPCO Fabio Roli, Sebastiano B. Serpico, Lorenzo Bruzzone, Gianni Vernazza
1996	J	`jnl`	Multisensor Image Recognition by Neural Networks with Understandable Behavior. Int. J. Pattern Recognit. Artif. Intell. Fabio Roli
1995	J	`jnl`	An extension of the Jeffreys-Matusita distance to multiclass cases for feature selection. IEEE Trans. Geosci. Remote. Sens. Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico
1995	J	`jnl`	Classification of multisensor remote-sensing images by structured neural networks. IEEE Trans. Geosci. Remote. Sens. Sebastiano B. Serpico, Fabio Roli
1995	Misc	`conf`	Crack Detection by a Measure of Texture Anisotropy. ICIAP Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico
1995	J	`jnl`	Image Recognition by Integration of Connectionist and Symbolic Approaches. Int. J. Pattern Recognit. Artif. Intell. Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza
1994	J	`jnl`	Intelligent control of signal processing algorithms in communications. IEEE J. Sel. Areas Commun. Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza
1994	J	`jnl`	Supervised Learning of Descriptions for Image Recognition Purposes. IEEE Trans. Pattern Anal. Mach. Intell. Paolo Pellegretti, Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza
1992	Misc	`conf`	A technique for defining the architecture and weights of a neural image classifier. ICASSP R. Re, Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza
1992	—	`conf`	Automatic acquisition of visual models for image recognition. ICPR (1) O. Fichera, Paolo Pellegretti, Fabio Roli, Sebastiano B. Serpico