When decision tree modeling with chi-square (Nominal target) or F-test (Interval target) are used, to control the comparison wise error rates associated with comparing many split points Bonferroni and Kass adjustments are made to the log woth statistics. This adjustments minimizes over fitting. Please read this paper: https://www.aaai.org/Papers/KDD/1997/KDD97-038.pdf
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