Publications
, “Ensemble Learning for Intrusion Detection in Computer Networks”, in AI*IA, Workshop on "Apprendimento automatico: metodi e applicazioni", Siena, Italy, 2002.
, “Fusion of multiple classifiers for intrusion detection in computer networks”, Pattern Recognition Letters, vol. 24, pp. 1795-1803, 2003.
, “A Modular Multiple Classifier System for the Detection of Intrusions in Computer Networks”, in 4th Int. Workshop on Multiple Classifier Systems (MCS 2003), Guildford, United Kingdom, 2003, vol. 2709, pp. 346-355.
, “Dynamic Classifier Selection by Adaptive k-Nearest-Neighbourhood Rule”, in 5th Int. Workshop on Multiple Classifier Systems (MCS 2004), 2004, vol. 3077.
, “Dynamic Classifier Selection”, Cagliari (Italy), 2005.
, “A study on the performances of Dynamic Classifier Selection based on Local Accuracy Estimation”, Pattern Recognition, vol. 38, pp. 2188-2191, 2005.
, “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.
, “Template co-update in multimodal biometric systems”, in 2nd International Conference on Biometrics ICB 2007, Seoul (South Korea), 2007, vol. 4642, pp. 1194-1202.
, “Adaptive biometric systems that can improve with use”, in Advances in Biometrics: Sensors, Systems and Algorithms, Springer, 2008, pp. 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.
, “Modelling FRR of biometric verification systems using the template co-update algorithm”, in 3rd International Conference on Biometrics, Alghero (Italy), 2009, vol. 5558, pp. 765-774.
, “Personal identity verification by serial fusion of fingerprint and face matchers”, Pattern Recognition, vol. 42, pp. 2807-2817, 2009.
, “Semi-supervised co-update of multiple matchers”, in 8th International Workshop on Multiple Classifiers Systems, Reykijavik (Iceland), 2009.
, “Adaptive Multibiometric Systems”, in Multibiometrics for Human Identification, Cambridge University Press, 2011.
, “Analysis of Co-training Algorithm with Very Small Training Sets”, in Structural, Syntactic, and Statistical Pattern Recognition, 2012, vol. 7626, pp. 719-726.
, “Poisoning adaptive biometric systems”, in 9th Int'l Workshop on Statistical Techniques in Pattern Recognition (SPR 2012), 2012, vol. 7626, pp. 417-425.
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(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.
, “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, pp. 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 unsupervised template update in biometric recognition systems”, Pattern Recognition Letters, vol. 37, no. 1, 2014. (1.37 MB)
(1.37 MB), “Adversarial Biometric Recognition: A Review on Biometric System Security from the Adversarial Machine Learning Perspective”, IEEE Signal Processing Magazine, vol. 32, no. 5, pp. 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, no. 6, 2015. (522.35 KB)
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