Multiple Classifier Systems

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Data Dependence in Combining Classifiers
3. Altmetric Badge
   Chapter 2 Boosting with Averaged Weight Vectors
4. Altmetric Badge
   Chapter 3 Error Bounds for Aggressive and Conservative AdaBoost
5. Altmetric Badge
   Chapter 4 An Empirical Comparison of Three Boosting Algorithms on Real Data Sets with Artificial Class Noise
6. Altmetric Badge
   Chapter 5 Multiple Classifier Systems
7. Altmetric Badge
   Chapter 6 The Behavior Knowledge Space Fusion Method: Analysis of Generalization Error and Strategies for Performance Improvement
8. Altmetric Badge
   Chapter 7 Reducing the Overconfidence of Base Classifiers when Combining Their Decisions
9. Altmetric Badge
   Chapter 8 Linear Combiners for Classifier Fusion: Some Theoretical and Experimental Results
10. Altmetric Badge
    Chapter 9 Comparison of Classifier Selection Methods for Improving Committee Performance
11. Altmetric Badge
    Chapter 10 Towards Automated Classifier Combination for Pattern Recognition
12. Altmetric Badge
    Chapter 11 Serial Multiple Classifier Systems Exploiting a Coarse to Fine Output Coding
13. Altmetric Badge
    Chapter 12 Polychotomous Classification with Pairwise Classifiers: A New Voting Principle
14. Altmetric Badge
    Chapter 13 Multi-category Classification by Soft-Max Combination of Binary Classifiers
15. Altmetric Badge
    Chapter 14 A Sequential Scheduling Approach to Combining Multiple Object Classifiers Using Cross-Entropy
16. Altmetric Badge
    Chapter 15 Binary Classifier Fusion Based on the Basic Decomposition Methods
17. Altmetric Badge
    Chapter 16 Good Error Correcting Output Codes for Adaptive Multiclass Learning
18. Altmetric Badge
    Chapter 17 Finding Natural Clusters Using Multi-clusterer Combiner Based on Shared Nearest Neighbors
19. Altmetric Badge
    Chapter 18 An Ensemble Approach for Data Fusion with Learn++
20. Altmetric Badge
    Chapter 19 The Practical Performance Characteristics of Tomographically Filtered Multiple Classifier Fusion
21. Altmetric Badge
    Chapter 20 Accumulated-Recognition-Rate Normalization for Combining Multiple On/Off-Line Japanese Character Classifiers Tested on a Large Database
22. Altmetric Badge
    Chapter 21 Beam Search Extraction and Forgetting Strategies on Shared Ensembles
23. Altmetric Badge
    Chapter 22 A Markov Chain Approach to Multiple Classifier Fusion
24. Altmetric Badge
    Chapter 23 A Study of Ensemble of Hybrid Networks with Strong Regularization
25. Altmetric Badge
    Chapter 24 Multiple Classifier Systems
26. Altmetric Badge
    Chapter 25 Neural Net Ensembles for Lithology Recognition
27. Altmetric Badge
    Chapter 26 Improving Performance of a Multiple Classifier System Using Self-generating Neural Networks
28. Altmetric Badge
    Chapter 27 Negative Correlation Learning and the Ambiguity Family of Ensemble Methods
29. Altmetric Badge
    Chapter 28 Spectral Coefficients and Classifier Correlation
30. Altmetric Badge
    Chapter 29 Ensemble Construction via Designed Output Distortion
31. Altmetric Badge
    Chapter 30 Simulating Classifier Outputs for Evaluating Parallel Combination Methods
32. Altmetric Badge
    Chapter 31 A New Ensemble Diversity Measure Applied to Thinning Ensembles
33. Altmetric Badge
    Chapter 32 Ensemble Methods for Noise Elimination in Classification Problems
34. Altmetric Badge
    Chapter 33 New Boosting Algorithms for Classification Problems with Large Number of Classes Applied to a Handwritten Word Recognition Task
35. Altmetric Badge
    Chapter 34 Automatic Target Recognition Using Multiple Description Coding Models for Multiple Classifier Systems
36. Altmetric Badge
    Chapter 35 A Modular Multiple Classifier System for the Detection of Intrusions in Computer Networks
37. Altmetric Badge
    Chapter 36 Input Space Transformations for Multi-classifier Systems Based on n-tuple Classifiers with Application to Handwriting Recognition
38. Altmetric Badge
    Chapter 37 Building Classifier Ensembles for Automatic Sports Classification
39. Altmetric Badge
    Chapter 38 Classification of Aircraft Maneuvers for Fault Detection
40. Altmetric Badge
    Chapter 39 Solving Problems Two at a Time: Classification of Web Pages Using a Generic Pair-Wise Multiple Classifier System
41. Altmetric Badge
    Chapter 40 Design and Evaluation of an Adaptive Combination Framework for OCR Result Strings