Efficient Determination of Dynamic Split Points in a Decision Tree

ICDM, pp. 91-98, 2001.

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Keywords:
candidate split points dynamicallydynamic methodsplit pointdynamic split pointsdecision treeMore(17+)

Abstract:

We consider the problem of choosing split points forcontinuous predictor variables in a decision tree. Previousapproaches to this problem typically either (1) discretize the continuous predictor values prior to learning or (2) apply a dynamic method that considers all possible split points for each potential split. In this paper, we descr...More

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