Multiple Classifier Systems: 9th International Workshop, MCS 2010, Cairo, Egypt, April 7-9, 2010. Proceedings

Front Matter....Pages -
Weighted Bagging for Graph Based One-Class Classifiers....Pages 1-10
Improving Multilabel Classification Performance by Using Ensemble of Multi-label Classifiers....Pages 11-21
New Feature Splitting Criteria for Co-training Using Genetic Algorithm Optimization....Pages 22-32
Incremental Learning of New Classes in Unbalanced Datasets: Learn  + +  .UDNC....Pages 33-42
Tomographic Considerations in Ensemble Bias/Variance Decomposition....Pages 43-53
Choosing Parameters for Random Subspace Ensembles for fMRI Classification....Pages 54-63
An Experimental Study on Ensembles of Functional Trees....Pages 64-73
Multiple Classifier Systems under Attack....Pages 74-83
SOCIAL: Self-Organizing ClassIfier ensemble for Adversarial Learning....Pages 84-93
Unsupervised Change-Detection in Retinal Images by a Multiple-Classifier Approach....Pages 94-103
A Double Pruning Algorithm for Classification Ensembles....Pages 104-113
Estimation of the Number of Clusters Using Multiple Clustering Validity Indices....Pages 114-123
“Good” and “Bad” Diversity in Majority Vote Ensembles....Pages 124-133
Multi-information Ensemble Diversity....Pages 134-144
Dynamic Selection of Ensembles of Classifiers Using Contextual Information....Pages 145-154
Selecting Structural Base Classifiers for Graph-Based Multiple Classifier Systems....Pages 155-164
A Support Kernel Machine for Supervised Selective Combining of Diverse Pattern-Recognition Modalities....Pages 165-174
Combining Multiple Kernels by Augmenting the Kernel Matrix....Pages 175-184
Class-Separability Weighting and Bootstrapping in Error Correcting Output Code Ensembles....Pages 185-194
Boosted Geometry-Based Ensembles....Pages 195-204
Online Non-stationary Boosting....Pages 205-214
Combining Neural Networks to Improve Performance of Handwritten Keyword Spotting....Pages 215-224
Combining Committee-Based Semi-supervised and Active Learning and Its Application to Handwritten Digits Recognition....Pages 225-234
Using Diversity in Classifier Set Selection for Arabic Handwritten Recognition....Pages 235-244
Forecast Combination Strategies for Handling Structural Breaks for Time Series Forecasting....Pages 245-253
A Multiple Classifier System for Classification of LIDAR Remote Sensing Data Using Multi-class SVM....Pages 254-263
A Multi-Classifier System for Off-Line Signature Verification Based on Dissimilarity Representation....Pages 264-273
A Multi-objective Sequential Ensemble for Cluster Structure Analysis and Visualization and Application to Gene Expression....Pages 274-283
Combining 2D and 3D Features to Classify Protein Mutants in HeLa Cells....Pages 284-293
An Experimental Comparison of Hierarchical Bayes and True Path Rule Ensembles for Protein Function Prediction....Pages 294-303
Recognizing Combinations of Facial Action Units with Different Intensity Using a Mixture of Hidden Markov Models and Neural Network....Pages 304-313
Some Thoughts at the Interface of Ensemble Methods and Feature Selection....Pages 314-314
Multiple Classifier Systems for the Recogonition of Human Emotions....Pages 315-324
Erratum....Pages 325-325
Back Matter....Pages -