While these candidates may contain much noise, we leverage the Pros and Cons reviews to assist identify aspects from the candidates.
we explore the frequent noun terms in Pros and Cons reviews as features, and train a one-class SVM (Manevitz et al., 2002) to identify aspects in the candidates.