Publications

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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.
2001
G. Giacinto, Roli, F., and Fumera, G., “Adaptive Query Shifting for Content-Based Image Retrieval”, in Int. Workshop on Machine Learning and Data Mining in Pattern Recognition (MLDM’01), 2001, vol. 2123, pp. 337-346.
G. Giacinto and Roli, F., “An Approach to the Automatic Design of Multiple Classifier Systems”, Pattern Recognition Letters, vol. 22, pp. 25-33, 2001.
F. Roli, Giacinto, G., and Serpico, S. B., “Classifier Fusion for Multisensor Image Recognition”, in Image and Signal Processing for Remote Sensing VI, 2001, Sebastiano B. Serpico., vol. 4170, pp. 103-110.
G. Giacinto, Roli, F., and Fumera, G., “Comparison and Combination of Adaptive Query Shifting and Feature Relevance Learning for Content-Based Image Retrieval”, in 11th International Conference on Image Analysis and Processing (ICIAP 2001), Palermo, Italy, 2001, pp. 422-427.
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.
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. Giacinto and Roli, F., “Design of effective neural network ensembles for image classification”, Image and Vision Computing Journal, vol. 19, pp. 697-705, 2001.
G. L. Foresti, Giacinto, G., and Roli, F., “Detecting Dangerous Behaviours of Mobile Objects in Parking Areas”, in 2nd European Workshop on Advanced Video-based Surveillance Systems (AVBS2001), London, United Kingdom, 2001.
G. Giacinto and Roli, F., “Dynamic Classifier Selection Based on Multiple Classifier Behaviour”, Pattern Recognition, vol. 34, pp. 179-181, 2001.
G. Fumera and Roli, F., “Error rejection in linearly combined multiple classifiers”, in Multiple Classifier Systems (MCS 2001), Robinson College, Cambridge, UK, 2001, vol. 2096, pp. 329-338.
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.
G. Fumera, Roli, F., and Vernazza, G., “A Method for Error Rejection in Multiple Classifier Systems”, in 11th International Conference on Image Analysis and Processing (ICIAP 2001), 2001, pp. 454-458.
F. Roli, Giacinto, G., and Vernazza, G., “Methods for Designing Multiple Classifier Systems”, in 2nd Int. Workshop on Multiple Classifier Systems (MCS 2001), Cambridge, United Kingdom, 2001, vol. 2096, pp. 78-87.
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.
2002
F. Roli, Fumera, G., and Vernazza, G., “Analysis of Error-Reject Trade-off in Linearly Combined Classifiers”, in 16th Int. Conferrence on Pattern Recognition (ICPR 2002), Québec City, Canada, 2002, pp. 120-123.
F. Roli and Fumera, G., “Analysis of Linear and Order Statistics Combiners for Fusion of Imbalanced Classifiers”, in 3rd Int. Workshop on Multiple Classifier Systems (MCS 2002), Cagliari, Italy, 2002, vol. 2364, pp. 252-261.
G. Fumera and Roli, F., “Cost-sensitive Learning in Support Vector Machines”, in Workshop on Machine Learning, Methods and Applications, held in the context of the 8th Meeting of the Italian Association of Artificial Intelligence (AI*IA), Siena, Italy, 2002.
F. Roli and Giacinto, G., “Design of Multiple Classifier Systems”, in Hybrid Methods in Pattern Recognition, B. ;A. H. Kandel World Scientific Publishing, 2002.
L. Didaci, Giacinto, G., and Roli, F., “Ensemble Learning for Intrusion Detection in Computer Networks”, in AI*IA, Workshop on "Apprendimento automatico: metodi e applicazioni", Siena, Italy, 2002.

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