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Open Access. Powered by Scholars. Published by Universities.®

2006

Louisiana State University

Classification

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Comparison Of Data Mining And Statistical Techniques For Classification Model, Rochana Lahiri Jan 2006

Comparison Of Data Mining And Statistical Techniques For Classification Model, Rochana Lahiri

LSU Master's Theses

The purpose of this study is to observe the performance of three statistical and data mining classification models viz., logistic regression, decision tree and neural network models for different sample sizes and sampling methods on three sets of data. It is a 3 by 2 by 3 by 8 study where each statistical or data mining method has been employed to build a model for each of 8 different sample sizes and two different sampling methods. The effect of sample size on the overall performance of each model against two sets of test data are observed and compared. It is …