Enhancing Attribute Oriented Induction Of Data Mining

Safaa O. Al‐Mamory, Saad Talib Hasson, Mazin K.Hammid · Journal of University of Babylon for Pure and Applied Sciences · 2013

Data summarization is a data mining technique to summarize huge data in few understandable knowledge. Attribute - Oriented Induction(AOI) is a data summarization algorithm, it suffer from overgeneralization problem. In this paper, we use an entropy measu re to enhance generalization process, feature selection, and stop condition. Experimental results show that the proposed technique will reduce the effect of overgeneralization problem.

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