This article discusses the use of advanced computational intelligence models, such as deep learning and information fusion, in the construction of smart cities. These models have been successfully applied in areas such as traffic flow prediction and health monitoring, but there is still room for improvement in their practical application. The integration of multi-view data may provide more comprehensive information for these models and improve their performance.