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 — 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, e.g., to guess the height of the son based on the height of his father¹. …