Automatic construction of target-specific sentiment lexicon.

•An approach to construct a target-specific sentiment lexicon is proposed.•An unsupervised method to extract opinion targets is proposed.•The method achieves both high accuracy and recall in extraction.•A framework is proposed to classify sentiment polarities of opinion pairs accurately.•The framework extracts and integrates different sources of sentiment information.