Decision Tree Pruning Using Expert Knowledge 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Jingfeng Cai 作者

VDM Verlag Dr. Müller

译者

2008-4-10 出版日期

236 页数

USD 107.00 价格

Paperback

丛书系列

9783836491556 图书编码

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Decision Tree Pruning Using Expert Knowledge 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

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Decision tree technology has proven to be a valuable way of capturing human decision making within a computer. How to prune the decision tree is one of the research directions of the decision tree technique, but the idea of cost-sensitive pruning has received much less attention than other pruning techniques even though additional flexibility and increased performance can be obtained from this method. This dissertation reports on a study of cost-sensitive methods for decision tree pruning. A decision tree pruning algorithm called KBP1.0, which includes four cost-sensitive methods, is developed. The intelligent inexact classification is used for first time in KBP1.0 to prune the decision tree. Using expert knowledge in decision tree pruning is discussed for the first time. By comparing the cost-sensitive pruning methods in KBP1.0 with other traditional pruning methods on benchmark data sets, the advantage and disadvantage of cost-sensitive methods in KBP1.0 have been summarized. This research will enhance our understanding of the theory, design and implementation of decision tree pruning using expert knowledge.

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