Publications

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2001
L. Kuncheva, Roli, F., Marcialis, G. L., and Shipp, C., “Complexity of Data Subsets Generated by the Random Subspace Method: an Experimental Investigation”, in 2nd International Workshop on Multiple Classifier Systems (MCS 2001), 2001, vol. 2096, pp. 349-358.
G. L. Marcialis, Roli, F., and Frasconi, P., “Fingerprint Classification by Combination of Flat and Structural Approaches”, in 3rd International Conference on Audio- and Video- Based Biometric Person Authentication AVBPA'01, Halmstad (Sweden), 2001, vol. 2091, pp. 241-246.
Y. Yao, Marcialis, G. L., Pontil, M., Frasconi, P., and Roli, F., “A New Machine Learning Approach to Fingerprint Classification”, in 7mo Congresso dell’Associazione Italiana per l’Intelligenza Artificiale, Bari (Italy), 2001, vol. 2175, pp. 57-63.
2002
F. Roli, Raudys, S., and Marcialis, G. L., “An experimental comparison of fixed and trained fusion rules for crisp classifiers outputs”, in 3rd International Workshop on Multiple Classifiers Systems (MCS02), Cagliari (Italy), 2002, vol. 2364, pp. 232-241.
G. L. Marcialis and Roli, F., “Fusion of LDA and PCA for Face Recognition”, in 8th Congress of Italian Association for Artificial Intelligence, Siena (Italy), 2002.
G. L. Marcialis, Roli, F., and Loddo, P., “Fusion of Multiple Matchers for Fingerprint Verification”, in 8th Congress of Italian Association for Artificial Intelligence, Siena (Italy), 2002.
G. L. Marcialis and Roli, F., “Fusion of PCA and LDA for Face Verification”, in Post-ECCV Workshop on Biometric Authentication (BIOMET02), Copenhagen (Denmark), 2002, vol. 2359, pp. 30-37.
2003
Y. Yao, Marcialis, G. L., Pontil, M., Frasconi, P., and Roli, F., “Combining Flat and Structural Representations for Fingerprint Classification with Recursive Neural Networks and Support Vector Machine”, Pattern Recognition, vol. 36, pp. 397-406, 2003.
G. L. Marcialis and Roli, F., “Experimental results on fusion of multiple fingerprint matchers”, in 4th International Conference on Audio- and Video-based Person Authentication (AVBPA03), Guildford (U.K.), 2003, vol. 2688, pp. 814-820.
G. L. Marcialis and Roli, F., “Fusion of Face Recognition Algorithms for Video-Based Surveillance Systems”, in Multisensor Surveillance Systems: The Fusion Perspective, G. L. Foresti; C. Varshney Kluwer Academic, 2003, pp. 235-250.
G. L. Marcialis, Roli, F., and Serrau, A., “Fusion of Statistical and Structural Fingerprint Classifiers”, in 4th Internation Audio- and Video-Based Person Authentication, Guildford, 2003, vol. 2688, pp. 310-317.
G. L. Marcialis and Roli, F., “Perceptron-based fusion of multiple fingerprint matchers”, in First International Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR03), Firenze (Italy), 2003, pp. 92-99.
2004
G. L. Marcialis and Roli, F., “Fingerprint verification by decision-level fusion of optical and capacitive sensors”, in International Workshop on Biometric Authentication (BioAW04), Prague (Czech Republic), 2004, vol. 3087, pp. 307-317.
G. L. Marcialis and Roli, F., “Fingerprint verification by fusion of optical and capacitive sensors”, Pattern Recognition Letters, vol. 25, pp. 1315-1322, 2004.
G. L. Marcialis and Roli, F., “Fusion of appearance-based face recognition algorithms”, Pattern Analysis and Applications, vol. 7, pp. 151-163, 2004.
G. L. Marcialis, “Fusion of multiple classifiers for person recognition by fingerprints and faces”, Cagliari (Italy), 2004.
G. L. Marcialis and Roli, F., “High security fingerprint verification by perceptron-based fusion of multiple matchers”, in 5th International Workshop on Multiple Classifiers Systems (MCS04), Cagliari (Italy), 2004, vol. 3077, pp. 364-373.
2005
A. Serrau, Marcialis, G. L., Bunke, H., and Roli, F., “An Experimental Comparison of Fingerprint Classification Methods Using Graphs”, in 5th IAPR-TC15 Workshop on Graph-based, Poitiers, 2005, L. Brun and M. Vento., vol. 3434, pp. 281-290.
G. L. Marcialis and Roli, F., “Fusion of multiple fingerprint matchers by single-layer perceptron with class-separation loss function”, Pattern Recognition Letters, vol. 26, pp. 1830-1839, 2005.
L. Didaci, Giacinto, G., Roli, F., and Marcialis, G. L., “A study on the performances of Dynamic Classifier Selection based on Local Accuracy Estimation”, Pattern Recognition, vol. 38, pp. 2188-2191, 2005.
2006
P. Coli, Marcialis, G. L., and Roli, F., “Analysis and selection of features for the fingerprint vitality detection”, in Joint IAPR Int. Workshop. on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR06, 2006, vol. 4109, pp. 907-915.
G. L. Marcialis and Roli, F., “Decision-level fusion of PCA and LDA-based face recognition algorithms”, International Journal of Image and Graphics, vol. 6, pp. 293-311, 2006.
F. Roli and Marcialis, G. L., “Semi-supervised PCA-based face recognition using self-training”, in Joint IAPR Int. Workshop. on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR06, Hong Kong (China), 2006, vol. 4109.
L. Didaci, Marcialis, G. L., and Roli, F., “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.
2007
F. Alonso, Roli, F., Marcialis, G. L., Fierrez, J., and Ortega, J., “Comparison of fingerprint quality measures using an optical and a capacitive sensor”, in IEEE Conference on Biometrics: Theory, Applications and Systems (BTAS07), Washington DC (USA), 2007, pp. 1-6.

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