The utilization of tf i in classification is rather straightforward and intuitive but, as previously discussed, usually results in decreased accuracy in sentiment analysis.
using idf to assign weights to features is less intuitive, since it only provides information about the general distribution of term i amongst documents of all classes, without providing any additional evidence of class preference.