Whereas past efforts have used linguistic resources -e.g., Word-Net -to construct the lexical graph over which propagation runs, our lexicons are constructed using a graph built from co-occurrence statistics from the entire web.
the method we investigate can be seen as a combination of methods for propagating sentiment across lexical graphs and methods for building sentiment lexicons based on distributional characteristics of phrases in raw data (Turney, 2002).