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Practical Predictive Analytics by Ralph Winters

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Variable reduction/variable importance

Variable reduction techniques allow you to reduce the number of variables that you need to specify to a model. We will discuss three different methods to accomplish this.

  1. Principal Components Analysis (PCA).
  2. All subsets Regression.
  3. Variable Importance.

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