Machine Learning, Logistic Regression, Non Linear.
“x*y”, and “y²” are treated as three additional features thereby linearizing f for use with scikit-learn. It gets an F1 score of 0.89 which is not bad. But it is not entirely clear why it should be worse than solving dlog(LL)/dc = 0. Figure 2. The elliptical boundary separates the two classes.