Short-term traffic state prediction from latent structures: Accuracy vs. efficiency

•A PLS-based model is proposed for short-term traffic state prediction.•PLS can produce comparable results to deep learning models in a more efficient manner.•PLS model can learn day-to-day variations and spatial dependencies of traffic states.•PLS model is validated by real-world traffic data.