E-word of mouth sentiment analysis for user behavior studies

•Induce and extract the emotion concept in each emotion review by introducing eight factors of sociological theory.•Opinion mining and sentiment classification analysis are based on user behavior rather than product features.•We propose a new classification of conceptual learning and natural language processes.•The basic idea of our approach is to combine machine learning with dictionary dictionary to make multiple classifications of emotions in user behavior.