Publications

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2001
J. Kittler and Roli, F., Multiple Classifier Systems, vol. 2096. Springer-Verlag, 2001.
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.
F. Roli and Fumera, G., “Support vector machines for remote-sensing image classification”, in Image and Signal Processing for Remote Sensing VI, 2001, vol. 4170, pp. 160-166.
2000
G. Giacinto, Roli, F., and Bruzzone, L., “Combination of Neural and Statistical Algorithms for Supervised Classification of Remote-Sensing Images”, Pattern Recognition Letters, vol. 21, pp. 385-397, 2000.
G. Giacinto, Roli, F., and Fumera, G., “Design of effective multiple classifier systems by clustering of classifiers”, in 15th Int. Conference on Pattern Recognition (ICPR 2000), Barcelona, Spain, 2000, vol. 2, pp. 160-163.
G. Giacinto and Roli, F., “Dynamic Classifier Selection”, in First Int. Workshop on Multiple Classifier Systems (MCS 2000), Cagliari, Italy, 2000, vol. 1857, pp. 177-189.
J. Kittler and Roli, F., Multiple Classifier Systems, vol. 1857. Springer-Verlag, 2000.
G. Fumera, Roli, F., and Giacinto, G., “Multiple Reject Thresholds for Improving Classification Reliability”, in Joint IAPR Int. Workshops on Syntactical and Structural Pattern Recognition and Statistical Pattern Recognition (S+SSPR 2000), Alicante, Spain, 2000, vol. 1876, pp. 863-871.
G. Fumera, Roli, F., and Giacinto, G., “Reject Option with Multiple Thresholds”, Pattern Recognition, vol. 33, pp. 2099-2101, 2000.
G. Giacinto, Roli, F., and Fumera, G., “Selection of classifiers based on multiple classifier behaviour”, in Joint IAPR Int. Workshops on Syntactical and Structural Pattern Recognition and Statistical Pattern Recognition (S+SSPR 2000), Alicante, Spain, 2000, vol. 1876, pp. 87-93.
G. Giacinto, Roli, F., and Fumera, G., “Selection of image classifiers”, Electronics Letters, vol. 36, pp. 420-422, 2000.
G. Giacinto and Roli, F., “A theoretical framework for dynamic classifier selection”, in 15th International Conference on Pattern Recognition, Barcelona, Spain, 2000, vol. 2, pp. 8-11.
G. Giacinto, Roli, F., and Fumera, G., “Unsupervised Learning of Neural Network Ensembles for Image Classification”, in IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000), Como, Italy, 2000, vol. III, pp. 155-159.
1999
G. Giacinto and Roli, F., “Automatic Design of Multiple Classifier Systems by Unsupervised Learning”, in 1st Int. Workshop on Machine Learning and Data Mining in Pattern Recognition, 1999, vol. 1715, pp. 131-143.
G. Giacinto and Roli, F., “Methods for Dynamic Classifier Selection”, in 10th International Conference on Image Analysis and Processing, Venice, Italy, 1999, pp. 659-664.
1998
A. Jozwik, Serpico, S. B., and Roli, F., “A parallel network of modified 1-NN and k-NN classifiers - Application to remote sensing image classification”, Pattern Recognition Letters, vol. 19, pp. 57-62, 1998.
1997
G. Giacinto and Roli, F., “Adaptive Selection Of Image Classifiers”, in 9th International Conference on Image Analysis and Processing, Florence, Italy, 1997, pp. 38-45.
G. Giacinto, Paolucci, R., and Roli, F., “Application of Neural Networks and Statistical Pattern Recognition Algorithms to Earthquake Risk Evaluations”, Pattern Recognition Letters, vol. 18, pp. 1353-1362, 1997.
J. Austin, Giacinto, G., Kanellopoulos, I., Lees, K., Roli, F., Vernazza, G., and Wilkinson, G., “The COMPARES Project: COnnectionist Methods for Preprocessing and Analysis of REmote Sensing data”, in 9th International Conference on Image Analysis and Processing, 1997, vol. 1311, pp. 765-772.
G. Giacinto, Roli, F., and Vernazza, G., “Comparison and combination of statistical and Neural Network algorithms for remote-sensing image classification”, in Neurocomputation in Remote Sensing Data Analysis, Springer-Verlag, 1997, pp. 117-124.
G. Giacinto and Roli, F., “Ensembles of Neural Networks for Soft Classification of Remote Sensing Images”, in European Symposium on Intelligent Techniques, Bari, Italy, 1997, pp. 166-170.
L. Bruzzone, Conese, C., Maselli, F., and Roli, F., “Multisource classification of complex rural areas by statistical and neural-network approaches”, Int. Journal on Photogrammetric Engineering and Remote Sensing (PE&RS), vol. 63, pp. 523-533, 1997.
1996
S. B. Serpico, Bruzzone, L., and Roli, F., “An experimental comparison of neural and statistical non-parametric algorithms for supervised classification of remote-sensing images”, Pattern Recognition Letters, vol. 17, pp. 1331-1341, 1996.
F. Roli, “Multisensor image recognition by neural networks with understandable behaviour”, International Journal of Pattern Recognition and Artificial Intelligence, vol. 10, pp. 887-917, 1996.
F. Roli, Serpico, S. B., and Vernazza, G., “Neural Networks for classification of remotely sensed images”, in Fuzzy Logic and Neural Network Handbook, C. H. C. hen McGraw-Hill, 1996.

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