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AuthorInternational Workshop on Multiple Classifier Systems (4th : 2003 : Guildford, England)
TitleMultiple classifier systems : 4th international workshop, MCS 2003, Guildford, UK, June 11-13, 2003 : proceedings / Terry Windeatt, Fabio Roli (eds.)
Imprint Berlin : Springer, 2003
Descript x, 406 p. : ill. ; 24 cm


Data dependence in combining classifiers / Mohamed S. Kamel, Nayer M. Wanas -- Boosting with averaged weight vectors / Nikunj C. Oza -- Error bounds for aggressive and conservative AdaBoost / Ludmila I. Kuncheva -- An empirical comparison of three boosting algorithms on real data sets with artificial class noise / Ross A. McDonald, David J. Hand, Idris A. Eckley -- The beneficial effects of using multi-net systems that focus on hard patterns / J. Arenas-Garcia, A. R. Figueiras-Vidal, A. J. C. Sharkey -- The behavior knowledge space fusion method: analysis of generalization error and strategies for performance improvement / Sarunas Raudys, Fabio Roli -- Reducing the overconfidence of base classifiers when combining their decisions / Sarunas Raudys, Ray Somarjai, Richard Baumgartner -- Linear combiners for classifier fusion: some theoretical and experimental results / Giorgio Fumera, Fabio Roli -- Comparison of classifier selection methods for improving committee performance / Matti Aksela -- Towards automated classifier combination for pattern recognition / Alper Baykut, Aytul Ercil -- Serial multiple classifier systems exploiting a coarse to fine output coding / Josef Kittler, Ali Ahmadyfard, David Windridge -- Polychotomous classification with pairwise classifiers: a new voting principle / Florin Cutzu -- Multi-category classification by soft-max combination of binary classifiers / Kaibo Duan ... [et al.] -- A sequential scheduling approach to combining multiple object classifiers using Cross-entropy / Derek Magee -- Binary classifier fusion based on the basic decomposition methods / Jaepil Ko, Hyeran Byun -- Good error correcting output codes for adaptive multiclass learning / Elizabeth Tapia, Jose Carlos Gonzalez, Javier Garcia-Villalba -- Finding natural clusters using multi-clusterer combiner based on shared nearest neighbors / Hanan Ayad, Mohamed Kamel -- An ensemble approach for data fusion with Learn++ / Michael Lewitt, Robi Polikar -- The practical performance characteristics of tomographically filtered multiple classifier fusion / David Windridge, Josef Kittler -- Accumulated-recognition-rate normalization for combining multiple on/off-line Japanese character classifiers tested on a large database / Ondrej Velek, Stefan Jaeger, Masaki Nakagawa -- Beam search extraction and forgetting strategies on shared ensembles / V. Esruch ... [et al.] -- A Markov chain approach to multiple classifier fusion / S. P. Luttrell -- A Study of ensemble of hybrid networks with strong regularization / Shimon Cohen, Nathan Intrator -- Combining multiple modes of information using unsupervised neural classifiers / Khurshid Ahmad ... [et al.] -- Neural net ensembles for lithology recognition / R. O. V. Santos ... [et al.] -- Improving performance of a multiple classifier system using self-generating neural networks / Hirotaka Inoue, Hiroyuki Narihisa -- Negative correlation learning and the ambiguity family of ensemble methods / Gavin Brown, Jeremy Wyatt -- Spectral coefficients and classifier correlation / Terry Windeatt, R. Ghaderi, G. Ardeshir -- Ensemble construction via designed output distortion / Stefan W. Christensen -- Simulating classifier outputs for evaluating parallel combination methods / H. Zouari, L ... [et al.] -- A new ensemble diversity measure applied to thinning ensembles / Robert E ... [et al.] -- Ensemble methods for noise elimination in classification problems / Sofie Verbaeten, Anneleen Van Assche -- New boosting algorithms for classification problems with large number of classes applied to a handwritten word recognition task / Simon Gunter, Horst Bunke -- Automatic target recognition using multiple description coding models for multiple classifier systems / Widhyakorn Asdornwised, Somchai Jitapunkul -- A Modular multiple classifier system for the detection of intrusions in computer networks / Giorgio Giacinto, Fabio Roli, Luca Didaci -- Input space transformations for multi-classifier systems based on n-tuple classifiers with application to handwriting recognition / K. Sirlantzis, S. Hoque, M. C. Fairhurst -- Building classifier ensembles for automatic sports classification / Edward Jaser, Josef Kittler, William Christmas -- Classification of aircraft maneuvers for fault detection / Nikunj C. Oza ... [et al.] -- Solving problems two at a time: classification of web pages using a generic pair-wise multiple classifier system / Hassan Alam, Fuad Rahman, Yuliya Tarnikova -- Design and evaluation of an adaptive combination framework for OCR result strings / Elke Wilczok, Wolfgang Lellmann

Machine learning -- Congresses Neural networks (Computer science) -- Congresses Pattern perception -- Congresses

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