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政大典藏 > College of Commerce > Department of Business Administation > Periodical Articles > Item 140.119/70626

Please use this identifier to cite or link to this item: https://nccur.lib.nccu.edu.tw/handle/140.119/70626

Title:	A Dynamic Discretization Approach for Constructing Decision Trees with a Continuous Label
Authors:	唐揆 Tang, Kwei
Contributors:	企管系
Keywords:	Decision trees;data mining;classification
Date:	2009.11
Issue Date:	2014-10-16 17:52:04 (UTC+8)
Abstract:	In traditional decision (classification) tree algorithms, the label is assumed to be a categorical (class) variable. When the label is a continuous variable in the data, two possible approaches based on existing decision tree algorithms can be used to handle the situations. The first uses a data discretization method in the preprocessing stage to convert the continuous label into a class label defined by a finite set of nonoverlapping intervals and then applies a decision tree algorithm. The second simply applies a regression tree algorithm, using the continuous label directly. These approaches have their own drawbacks. We propose an algorithm that dynamically discretizes the continuous label at each node during the tree induction process. Extensive experiments show that the proposed method outperforms the preprocessing approach, the regression tree approach, and several nontree-based algorithms.
Relation:	IEEE Transactions on Knowledge and Data Engineering, 21(11), 1505-1514
Data Type:	article
DOI link:	http://dx.doi.org/10.1109/TKDE.2009.24
DOI:	10.1109/TKDE.2009.24
Appears in Collections:	[Department of Business Administation] Periodical Articles

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