The Irrelevant Values Problem In The ID3 Tree

Ding-An Chang; Wei Chen; Yi-Fan Wang

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The Irrelevant Values Problem In The ID3 Tree

机译：ID3树中的不相关值问题

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摘要

When a decision tree is represented by a collection of rules, the an- tecedents of individual rules may contain irrelevant conditions. To avoid generating rules with irrelevant conditions, we propose a new algorithm to remove irrelevant conditions of rules in the process of converting the decision tree to rules according to information on the decision tree. Since irrelevant conditions are removed from the resultant rules, the resultant rules are more general than those represented by the decision tree. As a side effect, the resultant rules are less likely to suffer from missing branches.

机译：当决策树由一组规则表示时，各个规则的前提可能包含不相关的条件。为了避免生成不相关条件的规则，我们提出了一种新算法，可以在根据决策树信息将决策树转换为规则的过程中去除规则的不相关条件。由于从结果规则中删除了不相关的条件，因此结果规则比决策树所表示的规则更笼统。副作用是，生成的规则受分支丢失的可能性较小。

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《Computers and Artificial Intelligence》 |2000年第2期|p.169-182|共14页
作者
Ding-An Chang; Wei Chen; Yi-Fan Wang;
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原文格式 PDF
正文语种 eng
中图分类计算技术、计算机技术;
关键词
decision tree; the irrelevant values problem; the missing branches problem;

机译：决策树;不相关的价值问题;缺少分支的问题;

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1. The Irrelevant Values Problem of Decision Tree for Improving a Glass Sputtering Process [J] . Ding-An Chiang, Cheng-Tzu Wang, Yi-Hsin Wang, Tamkang Journal of Science and Engineering . 2010,第4期

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2. K-Means+ID3: A Novel Method for Supervised Anomaly Detection by Cascading K-Means Clustering and ID3 Decision Tree Learning Methods [J] . Shekhar R. Gaddam, Vir V. Phoha, Kiran S. Balagani IEEE Transactions on Knowledge and Data Engineering . 2007,第期

机译：K-Means + ID3：一种通过级联K-Means聚类和ID3决策树学习方法进行监督异常的新方法
3. Logistics In Agri Supply Chain Through ID3 Decision Tree Algorithm In Krishnagiri District, Tamil Nadu, India. [J] . Venugopal Navaneetha kumar, Thilak Reddy Chandrashekar, Sowmya Nagaraj, International Journal of Scientific & Technology Research . 2019,第10期

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4. Reducing the Depth of ID3 Algorithm by Combining Values from Neighboring Important Attributes [C] . Suratchanan Kraidech, Kietikul Jearanaitanakij International Computer Science and Engineering Conference . 2018

机译：通过组合相邻重要属性的值来减少ID3算法的深度
5. Efficiently learning monotone decision trees with ID3 [D] . Thompson, Pamela L. 2015

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6. A new method for exploring gene–gene and gene–environment interactions in GWAS with tree ensemble methods and SHAP values [O] . Pål V. Johnsen, Signe Riemer-Sørensen, Andrew Thomas DeWan, 2021

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7. K-means+id3: A Novel Method for Supervised Anomaly Detection by Cascading k-Means Clustering and id3 Decision Tree Learning Methods [O] . Shekhar R. Gaddam, Vir V. Phoha, Senior Member, 2007

机译：K-means + id3：一种通过级联k均值聚类和id3决策树学习方法进行监督异常检测的新方法

The Irrelevant Values Problem In The ID3 Tree

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