However Z λ (x) never affects the decision ofŷ since Z λ (x) does not depend on y.
we can obtain the following discriminant function for CRFs: The maximum (log-)likelihood (ML) of the conditional probability p(y|x; λ) of training data {(x k , y * k )} N k=1 w.r.t.