Poster ID : M5 Semi-supervised Learning with Weakly-Related Unlabeled Data: Towards Better Text Categorization Liu Yang, Rong Jin, Rahul Sukthankar Reuters weakly related WebKB The cluster assumption may not be valid ! · What if unlabeled data weakly related to target classes · Estimate the optimal word-correlation matrix · Text categorization on a small training pool of Reuters