approach and aspect-based features of items from the review text. We extracted aspect-based feature vectors from two domains … preferences. Findings Expanded by its synonyms, aspect-based features significantly improve the performance of sentiment analysis … personalized recommendations. Originality/value This study introduces a new approach that embeds aspect-based features of items in …