One approach is to directly train a linear classifier such as logistic regression using a training set of <phrase,binary label> pairs.
for microblogs, frequency of a noun phrase alone is an insufficient indicator of an aspect, due to the inherent noise (unlike reviews, microblog posts are short and often not as focused) and redundancy (e.g., due to retweeting in the context of Twitter).