案例研究:数据挖掘中决策树分析的可视化

Todd Barlow, Padraic Neville
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引用次数: 29

摘要

决策树是数据挖掘中最流行的方法之一。决策树通过应用一系列规则将大量数据划分为更小的部分。创建和评估决策树从树的可视化和其有效性的诊断措施中受益匪浅。本文介绍了一个应用程序,EMTree Results Viewer,它通过模型结果的可视化和诊断来支持决策树分析。应用程序的功能和可视化技术通过电信行业的流失分析的一个例子来揭示。
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Case study: visualization for decision tree analysis in data mining
Decision trees are one of the most popular methods of data mining. Decision trees partition large amounts of data into smaller segments by applying a series of rules. Creating and evaluating decision trees benefits greatly from visualization of the trees and diagnostic measures of their effectiveness. This paper describes an application, EMTree Results Viewer, that supports decision tree analysis through the visualization of model results and diagnosis. The functionality of the application and the visualization techniques are revealed through an example of churn analysis in the telecommunications industry.
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