... lexicons (Das and Chen, 2001) to semi-automated approaches (Hu and Liu, 2004;Zhuang et al., 2006; Kim and Hovy, 2004), and even an almost fully automated approach (Turney,2002). Most semi-automated ... the parameter determiningthe extent to which to enforce the feature labels, to be 1/2, and β, the corresponding parameter for enforcing document labels, to be 1.6.2 Sentiment Analysis with ... Figure 3 and Figure 4show results for Lotus and Amazon datasets re-spectively and are representative of performanceon other datasets. MLFK tends to retain its po-sition as the best performing...