Until now the sentiment analysis has been primarily done in a bottom-up way, starting with the classification of lexical items, then resolving the polarity of the sentence, then using discourse information to improve the lexical classification.
lexical classifiers so far produce results that are too unreliable to become a basis of a discourse-level classification.