Scinovex
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
Citation Network

How this paper connects to the literature. Drag to explore, click any node to open that paper.

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