A deep convolutional neural network based approach for vehicle classification using large-scale GPS trajectory data

•A CNN approach for classifying vehicles based on GPS data is proposed.•A novel representation of a GPS trajectory suitable for deep learning is proposed.•The approach outperforms traditional machine learning methods.•The approach increases usability of GPS trajectory data.