DidaxTo implements an unsupervised approach for discovering patterns, that will extract a domain-specific dictionary from reviews. The approach utilizes opinion modifiers, sentiment consistency theories, polarity assignment graphs and pattern similarity metrics.
More details in the DidaxTo page.