In particular, let f # (x, y) = i f i (x, y) Then, solve numerically for δ i in the equation Notice that in the special case where f # (x, y) is a constant f # , Equation 4 reduces to Equation 2.
for training instances where f # (x j , y) < f # , the IIS update can take a proportionately larger step.