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Including extra parameters to the offered product commonly increases the R2 but can result in overfitting, i.e., dealing with the noise in the data as real sign. When overfitting happens, the product will reach a very significant R2 versus the information on which it had been trained, but Significantly decrease R2 values from new observations.This
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