Multiple Classifier Systems

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Bagging and the Random Subspace Method for Redundant Feature Spaces
3. Altmetric Badge
   Chapter 2 Performance Degradation in Boosting
4. Altmetric Badge
   Chapter 3 A Generalized Class of Boosting Algorithms Based on Recursive Decoding Models
5. Altmetric Badge
   Chapter 4 Tuning Cost-Sensitive Boosting and Its Application to Melanoma Diagnosis
6. Altmetric Badge
   Chapter 5 Learning Classification RBF Networks by Boosting
7. Altmetric Badge
   Chapter 6 Data Complexity Analysis for Classifier Combination
8. Altmetric Badge
   Chapter 7 Genetic Programming for Improved Receiver Operating Characteristics
9. Altmetric Badge
   Chapter 8 Methods for Designing Multiple Classifier Systems
10. Altmetric Badge
    Chapter 9 Decision-Level Fusion in Fingerprint Verification
11. Altmetric Badge
    Chapter 10 Genetic Algorithms for Multi-classifier System Configuration: A Case Study in Character Recognition
12. Altmetric Badge
    Chapter 11 Combined Classification of Handwritten Digits Using the ‘Virtual Test Sample Method’
13. Altmetric Badge
    Chapter 12 Averaging Weak Classifiers
14. Altmetric Badge
    Chapter 13 Mixing a Symbolic and a Subsymbolic Expert to Improve Carcinogenicity Prediction of Aromatic Compounds
15. Altmetric Badge
    Chapter 14 Multiple Classifier Systems Based on Interpretable Linear Classifiers
16. Altmetric Badge
    Chapter 15 Least Squares and Estimation Measures via Error Correcting Output Code
17. Altmetric Badge
    Chapter 16 Dependence among Codeword Bits Errors in ECOC Learning Machines: An Experimental Analysis
18. Altmetric Badge
    Chapter 17 Information Analysis of Multiple Classifier Fusion?
19. Altmetric Badge
    Chapter 18 Limiting the Number of Trees in Random Forests
20. Altmetric Badge
    Chapter 19 Learning-Data Selection Mechanism through Neural Networks Ensemble
21. Altmetric Badge
    Chapter 20 A Multi-SVM Classification System
22. Altmetric Badge
    Chapter 21 Automatic Classification of Clustered Microcalcifications by a Multiple Classifier System
23. Altmetric Badge
    Chapter 22 Feature Weighted Ensemble Classifiers – A Modified Decision Scheme
24. Altmetric Badge
    Chapter 23 Feature Subsets for Classifier Combination: An Enumerative Experiment
25. Altmetric Badge
    Chapter 24 Input Decimation Ensembles: Decorrelation through Dimensionality Reduction
26. Altmetric Badge
    Chapter 25 Classifier Combination as a Tomographic Process
27. Altmetric Badge
    Chapter 26 A Robust Multiple Classifier System for a Partially Unsupervised Updating of Land-Cover Maps
28. Altmetric Badge
    Chapter 27 Combining Supervised Remote Sensing Image Classifiers Based on Individual Class Performances
29. Altmetric Badge
    Chapter 28 Boosting, Bagging, and Consensus Based Classification of Multisource Remote Sensing Data
30. Altmetric Badge
    Chapter 29 Solar Wind Data Analysis Using Self-Organizing Hierarchical Neural Network Classifiers
31. Altmetric Badge
    Chapter 30 Combining One-Class Classifiers
32. Altmetric Badge
    Chapter 31 Finding Consistent Clusters in Data Partitions
33. Altmetric Badge
    Chapter 32 A Self-Organising Approach to Multiple Classifier Fusion
34. Altmetric Badge
    Chapter 33 Error Rejection in Linearly Combined Multiple Classifiers
35. Altmetric Badge
    Chapter 34 Relationship of Sum and Vote Fusion Strategies
36. Altmetric Badge
    Chapter 35 Complexity of Data Subsets Generated by the Random Subspace Method: An Experimental Investigation
37. Altmetric Badge
    Chapter 36 On Combining Dissimilarity Representations
38. Altmetric Badge
    Chapter 37 Application of Multiple Classifier Techniques to Subband Speaker Identification with an HMM/ANN System
39. Altmetric Badge
    Chapter 38 Classification of Time Series Utilizing Temporal and Decision Fusion
40. Altmetric Badge
    Chapter 39 Use of Positional Information in Sequence Alignment for Multiple Classifier Combination
41. Altmetric Badge
    Chapter 40 Application of the Evolutionary Algorithms for Classifier Selection in Multiple Classifier Systems with Majority Voting
42. Altmetric Badge
    Chapter 41 Tree-Structured Support Vector Machines for Multi-class Pattern Recognition
43. Altmetric Badge
    Chapter 42 On the Combination of Different Template Matching Strategies for Fast Face Detection
44. Altmetric Badge
    Chapter 43 Improving Product by Moderating k-NN Classifiers
45. Altmetric Badge
    Chapter 44 Automatic Model Selection in a Hybrid Perceptron/Radial Network