Second, whereas pagerank assigns an equal weight to the edges connected between an unseen word and its neighbor nodes, we consider their similarities as weights to construct a weighted graph such that neighbor nodes more similar to the unseen word may contribute more to estimate its VA ratings.
few studies have sought to predict the VA rating of words using regression-based methods (Wei et al., 2011;Malandrakis et al., 2011).