The algebraic distance of a point
to a circle
is simply
.
Thus, we have a simple procedure to estimate the parameters:
find the parameters
that minimizes

Define the design matrix:

The least square solution is the eigenvector of the smallest eigenvalue of
the matrix
.
Some matlab code for the fit is here
and for conversion to standard form is here.