... variety of di-verse sources. They introduced features based onOsgood’s Theory of Semantic Differentiation (Os-good, 1967) using WordNet to derive the values of potency, activity and evaluative of ... number of times term i occurs inD, idfiis the inverse document frequency of termi, N is the total number of documents and dfiisthe number of documents that contain term i.The utilization of ... as a bag -of- words feature vector: D =w1, w2, , w|V |where |V | is the size of the vocabulary (i.e. thenumber of unique words) and wi, i = 1, . . . , |V |is the weight of term i...