Hence, we define confidence for classifier c i by the interval [conf i l , conf i u ], where conf i l < 0 and conf i u > 0 are signed distances from the hyperplane defining c i .
we say that a point p is confidently classified by c i if and only if p lies outside the interval defined by conf i l and conf i u .