A novel restaurant decision support model for TripAdvisor.com is established. Fuzzy sets are introduced to describe tourists' review information. A similarity method is developed to deal with sparse data. Bonferroni mean are introduced to consider interdependence among criteria. The model is tested through a case study of TripAdvisor.com.