The Effects of Training Set Size on Decision Tree Complexity (1997)
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Oates
| Citations: | 60 - 7 self |
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@MISC{Oates97theeffects,
author = {Oates},
title = {The Effects of Training Set Size on Decision Tree Complexity},
year = {1997}
}
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Abstract
This paper presents experiments with 19 datasets and 5 decision tree pruning algorithms that show that increasing training set size often results in a linear increase in tree size, even when that additional complexity results in no significant increase in classification accuracy.
