# Principal Curve

A nonlinear principal component axis. Principal curves are smooth curves that minimize the average squared orthogonal distance to each point in a data set. Fitting a principal curve is a maximum-likelihood technique for nonlinear regression in the presence of Gaussian noise on both x and y. Principal points are individual points that minimize the average distance to each point in a data set.

**Subjects: ** Mathematics