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Generalized Coefficient of Correlation for Non-Linear Relationships

What is the best correlation coefficient R(XY) to measure non-linear dependencies between two variables X and Y? Let's say that you want to assess weather there is a linear or quadratic relationship between X and Y.  How can you do it?

Read solution here.

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