July 21, 2023, 3:34 p.m. | Alireza Modirshanechi

Towards Data Science - Medium towardsdatascience.com

If y can be estimated as a linear function of x does not imply that x can also be estimated as a linear function of y

An example of probabilistic relationships (same visualization style as in Figure 1A-B) — Image by the author

Consider two real-valued variables x and y, for example, the height of a father and the height of his son. The central problem of regression analyses in statistics is to guess y by knowing x, …

data science example figure function image imply linear linear regression nature relationships statistics towards-data-science variables visualization

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