We want to learn some weight vector w such that w • Φ(c i ) > w • Φ(c j ) holds for all pairs c i and c j that have the relation c i < r c j .
we want w • (Φ(c i ) − Φ(c j )) > 0 and we can use some margin in the place of 0.