7will have a problem, i.e., the sum of the transition probabilities from a concept to its hyponyms is not one.
we calculate the probability by considering that the same concept that follow a different path is different: where path(s i , s j ) denotes the number of the paths from concept s i to its hyponym s j and L(s i ) denotes the leaf concepts below s i .