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2000 | OriginalPaper | Buchkapitel

An MLE strategy for combining optimally pruned decision trees

verfasst von : Carmela Cappelli, William D. Shannon

Erschienen in: COMPSTAT

Verlag: Physica-Verlag HD

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This paper provides a maximum likelihood estimation strategy to identify a tree-based model which, being a function of a set of observed optimally pruned trees, represents the final classification model. The strategy is based on a probability distribution and it uses a metric based on structural differences among trees. An example on a real dataset is also presented to show how the procedure works.

Metadaten
Titel
An MLE strategy for combining optimally pruned decision trees
verfasst von
Carmela Cappelli
William D. Shannon
Copyright-Jahr
2000
Verlag
Physica-Verlag HD
DOI
https://doi.org/10.1007/978-3-642-57678-2_26