Machine Learning, Logistic Regression, Non Linear.
Solving dlog(LL)/dc = 0 yields the green contour that best matches the true decision boundary. The blue contour obtained solving the augmented linear form has over 10% error (why?) while the default application of logistic regression is 50% in error. The actual values for the coefficients are shown