Short-term traffic flow rate forecasting based on identifying similar traffic patterns
A non-parametric model for short-term traffic forecast is proposed. An enhanced K-nearest neighbors (K-NN) is developed and implemented. The proposed non-parametric model outperformed advanced parametric models. The model was applied on 36 datasets collected from different regions.
traffic patterns non-parametric modeling short-term traffic forecasting k-nearest neighbor weighted euclidean distance traffic management