Step 2: Estimate the semantic orientation (SO) of the extracted phrases
Use Pointwise mutual information
Semantic orientation (SO):
SO(phrase) = PMI(phrase, “excellent”)
- PMI(phrase, “poor”)
Using AltaVista near operator to do search to find the number of hits to compute PMI and SO.