Publications
, «A Parameter Randomization Approach for Constructing Classifier Ensembles», Pattern Recognition, vol 69, pagg 1-13, 2017.
(448.73 KB)
(448.73 KB), «Minimum spanning tree and K-Core decomposition as measure of subject-specific EEG traits», Biomedical Physics and Engineering Express, vol 1, n° 2, pag 017001, 2016. (802.39 KB)
(802.39 KB), «Adversarial Biometric Recognition: A Review on Biometric System Security from the Adversarial Machine Learning Perspective», IEEE Signal Processing Magazine, vol 32, n° 5, pagg 31-41, 2015. (751.08 KB)
(751.08 KB), «An EEG-based biometric system using eigenvector centrality in resting state brain activity», IEEE Signal Processing Letters, vol 22, n° 6, 2015. (522.35 KB)
(522.35 KB), «An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles», in Multiple Classifier Systems, 2015, vol 9132, pagg 206-219. (216.76 KB)
(216.76 KB), «Yet Another Cybersecurity Roadmapping Methodology», in First International Workshop on Future Scenarios for Cybercrime and Cyber-terrorism, co-located with the 10th International Conference on Availability, Reliability and Security (ARES), 2015. (1.34 MB)
(1.34 MB), «Analysis of unsupervised template update in biometric recognition systems», Pattern Recognition Letters, vol 37, n° 1, 2014. (1.37 MB)
(1.37 MB), «Diversity in classifier ensembles: fertile concept or dead end?», in 11th Int. Workshop on Multiple Classifier Systems, Nanjing, China, 2013, vol 7872. (241.27 KB) (163.54 KB)
(241.27 KB) (163.54 KB), «Estimating the serial combination's performance from that of individual base classifiers», in IAPR 17th Int. Conf. on Image Analysis and Processing (ICIAP 2013), 2013, vol Springer LNCS 8156, pagg 622-631. (210.77 KB)
(210.77 KB), «Multimodal fingerprint verification by score-level fusion: an experimental investigation», Journal of Intelligent and Fuzzy Systems, vol 24, 2013.
, «Poisoning attacks to compromise face templates», in 6th IAPR Int'l Conf. on Biometrics (ICB), Madrid, Spain, 2013. (844.61 KB)
(844.61 KB), «Analysis of Co-training Algorithm with Very Small Training Sets», in Structural, Syntactic, and Statistical Pattern Recognition, 2012, vol 7626, pagg 719-726.
, «Poisoning adaptive biometric systems», in 9th Int'l Workshop on Statistical Techniques in Pattern Recognition (SPR 2012), 2012, vol 7626, pagg 417-425. (637.79 KB)
(637.79 KB), «Why template self-update should work in biometric authentication systems?», in Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on, Montreal, QC, 2012.
, «Adaptive Multibiometric Systems», in Multibiometrics for Human Identification, Cambridge University Press, 2011.
, «Modelling FRR of biometric verification systems using the template co-update algorithm», in 3rd International Conference on Biometrics, Alghero (Italy), 2009, vol 5558, pagg 765-774.
, «Personal identity verification by serial fusion of fingerprint and face matchers», Pattern Recognition, vol 42, pagg 2807-2817, 2009.
, «Semi-supervised co-update of multiple matchers», in 8th International Workshop on Multiple Classifiers Systems, Reykijavik (Iceland), 2009.
, «Adaptive biometric systems that can improve with use», in Advances in Biometrics: Sensors, Systems and Algorithms, Springer, 2008, pagg 447-471.
, «A Theoretical and Experimental Analysis of Template Co-update in Biometric Verification Systems», in Joint IAPR Int. Workshop on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR08, Orlando (Florida, USA), 2008.
, «Template co-update in multimodal biometric systems», in 2nd International Conference on Biometrics ICB 2007, Seoul (South Korea), 2007, vol 4642, pagg 1194-1202.
, «Semi-supervised techniques for improving the performance of multiple classifier systems and personal recognition systems using biometric traits», in Italian Conference on Intelligent Systems (CISI06), Ancona (Italy), 2006.
, «Using Co-training and Self-training in Semi-Supervised Multiple Classifier Systems», in Statistical Techniques in Pattern Recognition, Hong Kong, China, 2006.
, «Dynamic Classifier Selection», Cagliari (Italy), 2005.
, «A study on the performances of Dynamic Classifier Selection based on Local Accuracy Estimation», Pattern Recognition, vol 38, pagg 2188-2191, 2005.
