Journal article
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- Abstract:
-
When choosing a suitable technique for regression and classification with multivariate predictor variables, one is often faced with a tradeoff between interpretability and high predictive accuracy. To give a classical example, classification and regression trees are easy to understand and interpret. Tree ensembles like Random Forests provide usually more accurate predictions. Yet tree ensembles are also more difficult to analyze than single trees and are often criticized, perhaps unfairly, as...
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- Publication status:
- Published
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Bibliographic Details
- Journal:
- Annals of Applied Statistics
- Volume:
- 4
- Issue:
- 4
- Pages:
- 2049-2072
- Publication date:
- 2009-10-12
- DOI:
- EISSN:
-
1941-7330
- ISSN:
-
1932-6157
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- Copyright date:
- 2009
- Notes:
-
Published in at http://dx.doi.org/10.1214/10-AOAS367 the Annals of
Applied Statistics (http://www.imstat.org/aoas/) by the Institute of
Mathematical Statistics (http://www.imstat.org)
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