Correlation Flashcards

1
Q

Covariance

A

If 2 variables are bivariate normally distributed, then the covariance between then is 0, and they are independent.

A non-zero covariance between them means they’re dependent.

This doesn’t test for nonlinear associations, though.

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2
Q

Correlation

A

Standardize the covariance to make it scale invariant.

Pearson: linear association between 2 continuous variables

Spearman’s: if data not normally distributed, looks at ranks of x and y

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