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article Open AccessTop 1% cited

Is Combining Classifiers with Stacking Better than Selecting the Best One?

Machine Learning · 2004 · Vol. 54(3) · pp. 255–273
Sašo DžeroskiBernard Ženko
Machine Learning and Data ClassificationData Mining Algorithms and ApplicationsImbalanced Data Classification TechniquesStackingComputer scienceClassifier (UML)Random subspace methodArtificial intelligenceMachine learningPattern recognition (psychology)Random forestCross-validation
Citations
880
FWCI
29.56
field-weighted impact
References
34
Percentile
100%
vs. same field & year
Citations per year
References
Stacked generalization
Neural Networks · 1992 · 7,189 citations
UCI Repository of machine learning databases
Medical Entomology and Zoology · 1998 · 10,524 citations
Instance-Based Learning Algorithms
Machine Learning · 1991 · 4,094 citations
Instance-based learning algorithms
Machine Learning · 1991 · 2,904 citations
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