Sentiment based matrix factorization with reliability for recommendation.

•We incorporate sentiment analysis and user reliability into recommendation.•The user reliability adjusts the weights of rating and sentiment information.•Our algorithm outperforms the state-of-the-art algorithms on eight Amazon datasets.