Front matter
1-15
Ensemble Methods in Machine Learning
Thomas G. Dietterich
16-29
Experiments with Classifier Combining Rules
Robert P. W. Duin and David M. J. Tax
30-44
The “Test and Select” Approach to Ensemble Combination
Amanda J. C. Sharkey, Noel E. Sharkey, Uwe Gerecke and G. O. Chandroth
45-51
A Survey of Sequential Combination of Word Recognizers in Handwritten Phrase Recognition at CEDAR
Sargur Srihari
52-66
Multiple Classifier Combination Methodologies for Different Output Levels
Ching Y. Suen and Louisa Lam
67-76
A Mathematically Rigorous Foundation for Supervised Learning
Eugene M. Kleinberg
77-86
Classifier Combinations: Implementations and Theoretical Issues
Louisa Lam
87-96
Some Results on Weakly Accurate Base Learners for Boosting Regression and Classification
Wenxin Jiang
97-106
Complexity of Classification Problems and Comparative Advantages of Combined Classifiers
Tin Kam Ho
107-116
Effectiveness of Error Correcting Output Codes in Multiclass Learning Problems
Francesco Masulli and Giorgio Valentini
117-126
Combining Fisher Linear Discriminants for Dissimilarity Representations
Elżbieta Pękalska, Marina Skurichina and Robert P. W. Duin
127-136
A Learning Method of Feature Selection for Rough Classification
Katsuhiko Takahashi and Atsushi Sato
137-146
Analysis of a Fusion Method for Combining Marginal Classifiers
Mark D. Happel and Peter Bock
147-156
A hybrid projection based and radial basis function architecture
Shimon Cohen and Nathan Intrator
157-166
Combining Multiple Classifiers in Probabilistic Neural Networks
Jiří Grim, Josef Kittler, Pavel Pudil and Petr Somol
167-176
Supervised Classifier Combination through Generalized Additive Multi-model
Claudio Conversano, Roberta Siciliano and Francesco Mola
177-189
Dynamic Classifier Selection
Giorgio Giacinto and Fabio Roli
190-199
Boosting in Linear Discriminant Analysis
Marina Skurichina and Robert P. W. Duin
200-209
Different Ways of Weakening Decision Trees and Their Impact on Classification Accuracy of DT Combination
Patrice Latinne, Olivier Debeir and Christine Decaestecker
210-219
Applying Boosting to Similarity Literals for Time Series Classification
Juan J. Rodríguez Diez and Carlos J. Alonso González
220-229
Boosting of Tree-Based Classifiers for Predictive Risk Modeling in GIS
Cesare Furlanello and Stefano Merle
230-239
A New Evaluation Method for Expert Combination in Multi-expert System Designing
S. Impedovo and A. Salzo
240-249
Diversity between Neural Networks and Decision Trees for Building Multiple Classifier Systems
Wenjia Wang, Phillis Jones and Derek Partridge
250-259
Self-Organizing Decomposition of Functions
N. Griffith and D. Partridge
260-269
Classifier Instability and Partitioning
Terry Windeatt
270-279
A Hierarchical Multiclassifier System for Hyperspectral Data Analysis
Shailesh Kumar, Joydeep Ghosh and Melba Crawford
280-289
Consensus Based Classification of Multisource Remote Sensing Data
Jon Atli Benediktsson and Johannes R. Sveinsson
290-299
Combining Parametric and Nonparametric Classifiers for an Unsupervised Updating of Land-Cover Maps
Lorenzo Bruzzone, Roberto Cossu and Diego Fernández Prieto
300-309
A Multiple Self-Organizing Map Scheme for Remote Sensing Classification
Weijian Wan and Donald Fraser
310-319
Use of Lexicon Density in Evaluating Word Recognizers
Petr Slavík and V. Govindaraju
320-329
A Multi-expert System for Dynamic Signature Verification
V. Di Lecce, G. Dimauro, A. Guerriero, S. Impedovo and G. Pirlo, et al.
330-339
A Cascaded Multiple Expert System for Verification
L. P. Cordella, P. Foggia, C. Sansone, F. Tortorella and M. Vento
340-350
Architecture for Classifier Combination Using Entropy Measures
Kr. Ianakiev and V. Govindaraju
351-361
Combining Fingerprint Classifiers
Raffaele Cappelli, Dario Maio and Davide Maltoni
362-371
Statistical Sensor Calibration for Fusion of Different Classifiers in a Biometric Person Recognition Framework
Bernhard Fröba, Constanze Rothe and Christian Küblbeck
372-382
A Modular Neuro-Fuzzy Network for Musical Instruments Classification
Anna Maria Fanelli, Giovanna Castellano and C. Alessandro Buscicchio
383-392
Classifier Combination for Grammar-Guided Sentence Recognition
Xiaoyi Jiang, Keren Yu and Horst Bunke
393-402
Shape Matching and Extraction by an Array of Figure-and-Ground Classifiers
Itsuo Kumazawa
Back matter