Taking the partial derivative of the objective in equation 1 with respect to vector v ij and setting to zero gives the following solution: where N ij denotes the set of neighbors of ij.
the MAP sense-specific vector is an α-weighted combination of its sense-agnostic vector and the β rweighted sense-specific vectors in its ontological neighborhood.