From a geometric standpoint, if we consider " f " ( " x ", " ? " ) as a function of two variables then the family of probability distributions can be viewed as a family of curves parallel to the " x "-axis, while the family of likelihood functions are the orthogonal curves parallel to the " ? "-axis.