(2013) leverage social relations for sentiment analysis by exploiting a factor graph model and the graph Laplacian technique respectively, so that the tweets belonging to social connected users share similar label distributions.
these approaches often yield unsatisfactory performance on Twitter messages, due to the short and noisy nature of the tweets.