This final project of course “Information Retrieval” studied and developed a method to classify every word in the WordNet dictionary as “positive, negative or neutral” from a limited samples with known polarities by using propagation method. When there are words in the dictionary cannot be classified, we select the optimal subset of words by which can predict more unlabeled words in the dictionary if we know their polarities, then provided to humans to label them