Original Contribution: Stacked generalization
Neural Networks
Machine Learning
Pattern classification: a unified view of statistical and neural approaches
Pattern classification: a unified view of statistical and neural approaches
Bundling classifiers by bagging trees
Computational Statistics & Data Analysis
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We propose a data-based procedure for combining a number of individual classifiers in order to construct more effective classification rules. Under some regularity conditions, the resulting combined classifier turns out to be almost surely superior to each of the individual classifiers. Here, superiority means lower misclassification error rate.