In reply to Ksharp.

Any parametric or nonparametric regression procedure can fit these data for Y as a function of X, but those models will minimize the VERTICAL distance between the observed and predicted Y values. The goal of this post is to minimize the RADIAL distances. If the data were distributed across the entire circumference of a circle, the regression procedures would not work at all.