Volume 7 Number 3
August 2010
Article Contents
Appavu Alias Balamurugan Subramanian, S. Pramala, B. Rajalakshmi and Ramasamy Rajaram. Improving Decision Tree Performance by Exception Handling. International Journal of Automation and Computing, vol. 7, no. 3, pp. 372-380, 2010. doi: 10.1007/s11633-010-0517-5
Cite as: Appavu Alias Balamurugan Subramanian, S. Pramala, B. Rajalakshmi and Ramasamy Rajaram. Improving Decision Tree Performance by Exception Handling. International Journal of Automation and Computing, vol. 7, no. 3, pp. 372-380, 2010. doi: 10.1007/s11633-010-0517-5

Improving Decision Tree Performance by Exception Handling

Author Biography:
  • Corresponding author: Appavu Alias Balamurugan Subramanian is a Ph.D.
  • Received: 2008-09-03
通讯作者: 陈斌, bchen63@163.com
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    沈阳化工大学材料科学与工程学院 沈阳 110142

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Improving Decision Tree Performance by Exception Handling

    Corresponding author: Appavu Alias Balamurugan Subramanian is a Ph.D.

Abstract: This paper focuses on improving decision tree induction algorithms when a kind of tie appears during the rule generation procedure for specific training datasets. The tie occurs when there are equal proportions of the target class outcome in the leaf node s records that leads to a situation where majority voting cannot be applied. To solve the above mentioned exception, we propose to base the prediction of the result on the naive Bayes (NB) estimate, k-nearest neighbour (k-NN) and association rule mining (ARM). The other features used for splitting the parent nodes are also taken into consideration.

Appavu Alias Balamurugan Subramanian, S. Pramala, B. Rajalakshmi and Ramasamy Rajaram. Improving Decision Tree Performance by Exception Handling. International Journal of Automation and Computing, vol. 7, no. 3, pp. 372-380, 2010. doi: 10.1007/s11633-010-0517-5
Citation: Appavu Alias Balamurugan Subramanian, S. Pramala, B. Rajalakshmi and Ramasamy Rajaram. Improving Decision Tree Performance by Exception Handling. International Journal of Automation and Computing, vol. 7, no. 3, pp. 372-380, 2010. doi: 10.1007/s11633-010-0517-5
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