The coefficient vector that minimizes E(a) is a linear least squares
estimator: no initialization, linear solution.
Main idea of the fitting:
Edge curves in the window will be amongst the level sets of the
polynomial f
Tangent to the edge curve is approximately perpendicular to
Derivative of f in this direction if it minimizes E well is: