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Demonstration of the effect of synthetic features on linear models

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Purpose: This script investigates whether or not synthetically constructed features will help make the linear model (LogisticRegression) predict better.

Author: Eric Chio "log0" [email protected]

Summary: Our test aims to find out if artificial features could make the prediction more accurate. In our case, we found that an additional of 2 features or more (despite discovered via bruteforce manner) does increase the prediction capabilities.

Dataset is available here : http://archive.ics.uci.edu/ml/datasets/Vertebral+Column

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Demonstration of the effect of synthetic features on linear models

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