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Title: Predictive Modeling Terms

Essay Details

Subject: Technology
Author: Alexis C
Date: March 31, 2015
Level: University
Grade: A
Length: 3 / 725
No of views: 0
Essay rating: good 0, average 0, bad 0 (total score: 0)

Essay text:

It is also used to address the inherent instability of results when applying complex models to relatively small data sets. Suppose your data mining task is to build a model for predictive classification, and the dataset from which to train the model (learning data set, which contains observed classifications) is relatively small...

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You could repeatedly sub-sample (with replacement) from the dataset, and apply, for example, a tree classifier (e.g., C&RT and CHAID) to the successive samples. In practice, very different trees will often be grown for the different samples, illustrating the instability of models often evident with small datasets...

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