... techniques for infor-mation extraction increasingly useful. Traditionally,most research effort has been directed towards “ob-jective” information, such as classification accord-ing to topic; however, ... introduced in order to enforce the beliefs that:γ1≈ γ2, if a1, a2synonyms (30)γ1≈ −γ2, if a1, a2antonyms (31) For further information on regularized model fitting,see for instance, ... ones.The Sentimental Factor: Improving Review Classification viaHuman-Provided InformationPhilip Beineke∗and Trevor HastieDept. of StatisticsStanford UniversityStanford, CA 94305Shivakumar...