Publications
, “Secure Kernel Machines against Evasion Attacks”, in 9th ACM Workshop on Artificial Intelligence and Security, Vienna, Austria, 2016, pp. 59-69.
(686.41 KB)
(686.41 KB), “On Security and Sparsity of Linear Classifiers for Adversarial Settings”, in Joint IAPR Int'l Workshop on Structural, Syntactic, and Statistical Pattern Recognition, Merida, Mexico, 2016, vol. 10029 of LNCS, pp. 322-332. (425.68 KB)
(425.68 KB), “Super-sparse Learning in Similarity Spaces”, IEEE Computational Intelligence Magazine, vol. 11, no. 4, pp. 36-45, 2016. (555.22 KB)
(555.22 KB), “2020 Cybercrime Economic Costs: No measure No solution”, 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. (526.44 KB)
(526.44 KB), “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), “A classification-selection approach for self updating of face verification systems under stringent storage and computational requirements”, in 18th IAPR Int. Conf. on Image Analysis and Processing (ICIAP), 2015, vol. 9280, pp. 540-550. (408.79 KB)
(408.79 KB), “An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles”, in Multiple Classifier Systems, 2015, vol. 9132, pp. 206-219. (216.76 KB)
(216.76 KB), “An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles”, in Multiple Classifier Systems, 2015, vol. 9132, pp. 206-219. (216.76 KB)
(216.76 KB), “Fast Image Classification with Reduced Multiclass Support Vector Machines”, in 18th Int'l Conf. on Image Analysis and Processing, Genova, Italy, 2015, vol. Image Analysis and Processing (ICIAP 2015), pp. 78-88. (829.37 KB)
(829.37 KB), “Is Feature Selection Secure against Training Data Poisoning?”, in 32nd Int'l Conf. on Machine Learning (ICML) - JMLR W&CP, 2015, vol. 32, pp. 1689-1698. (1.54 MB)
(1.54 MB), “LivDet 2015 – Fingerprint Liveness Detection Competition 2015”, in 7th IEEE Int. Conference on Biometrics: Technology, Applications and Systems (BTAS 2015), 2015. (178.26 KB)
(178.26 KB), “Multi-modal Person Re-Identification Using RGB-D Cameras”, IEEE Transactions on Circuits and Systems for Video Technology, 2015. (1.58 MB) (29.9 KB)
(1.58 MB) (29.9 KB), “One-and-a-half-class Multiple Classifier Systems for Secure Learning against Evasion Attacks at Test Time”, in Int'l Workshop on Multiple Classifier Systems (MCS), 2015, vol. 9132, pp. 168-180. (467.23 KB)
(467.23 KB), “PharmaGuard: Automatic Identification of Illegal Search-Indexed Online Pharmacies”, IEEE International Conference on Cybernetics - Special session Cybersecurity (CYBERSEC). IEEE, Gdynia, Poland , pp. 324 - 329, 2015. (1.44 MB) (3.4 MB)
(1.44 MB) (3.4 MB), “Super-Sparse Regression for Fast Age Estimation From Faces at Test Time”, in 18th Int'l Conf. on Image Analysis and Processing (ICIAP), Genova, Italy, 2015, vol. Image Analysis and Processing (ICIAP 2015), pp. 551-562. (678.7 KB)
(678.7 KB), “Support Vector Machines under Adversarial Label Contamination”, Neurocomputing, Special Issue on Advances in Learning with Label Noise, vol. 160, pp. 53-62, 2015. (2.8 MB)
(2.8 MB), “Video Face Recognition From A Single Still Image Using an Adaptive Appearance Model Tracker”, in IEEE Symposium Series on Computational Intelligence: IEEE Symposium on Computational Intelligence in Biometrics and Identity Management (CIBIM 2015), 2015, pp. 192-202. (533.82 KB)
(533.82 KB), “Adaptive Classification for Person Re-Identification Driven by Change Detection”, in 3rd Int. Conf. on Pattern Recognition Applications and Methods (ICPRAM 2014), 2014. (316.11 KB)
(316.11 KB), “Adaptive Ensembles for Face Recognition in Changing Video Surveillance Environments”, Information Sciences, vol. 206, 2014. (3.17 MB)
(3.17 MB), “Analysis of unsupervised template update in biometric recognition systems”, Pattern Recognition Letters, vol. 37, no. 1, 2014. (1.37 MB)
(1.37 MB), “Dynamic weighted fusion of adaptive classifier ensembles based on changing data streams, In: Gayar N.E., Schwenker F., Suen C.Y, , , pp”, in 6th IAPR TC3 International Workshop on Artificial Neural Networks for Pattern Recognition (ANNPR 2014), 2014, vol. Springer LNAI 8774, pp. 105-116. (1.89 MB)
(1.89 MB), “Efficient Adaptive Face Recognition Systems Based on Capture Conditions, Proc. of ”, in IEEE Workshop on Computational Intelligence in Biometrics and Identity Management (CIBIM 2014), 2014. (574.39 KB)
(574.39 KB), “F -Measure Optimisation in Multi-label Classifiers”, in 22nd IEEE International Conference on Pattern Recognition, ICPR 2014, Stockholm, Sweden, 2014, pp. 3452 - 3456. (287.72 KB)
(287.72 KB), “Multimodal Anti-Spoofing in Biometric Recognition Systems”, in Handbook of Biometric Anti-Spoofing, Springer, 2014, pp. 165-184. (155.83 KB)
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