Correlation Analysis

A shrunken R squared equal to zero corresponds exactly to F = 1.0 in the test for statistical significance. If the formula for shrunken R squared produces a negative value, this indicates that your observed R2 is smaller than you would expect if R2 = 0 in the population, and your best estimate of the population value of R … ................
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