Using H(c), the probability distribution of the network is represented as P (c) = exp{−H(c)}/Z, where Z is a normalization factor.
by estimating a class of a proper noun and finding the words that matches the class in the dictionary, we can predict the semantic orientations of the proper noun based on the orientations of the found words.