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