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.

Thu Aug 3 17:26:57 BST 2000