There may be better methods to use seed words for aspect discovery (Jagarlamudi et al., 2012;Mukherjee and Liu, 2012), and it would be interesting to combine their methods with ours.
by incorporating the sentiment lexicon, for RMSE, SATM achieves 10% improvement over SATM-O and 7% improvement than Overall.