An Improved Double-layer K-nearest Neighbor Nonparametric Regression Method for Short-time Traffic Flow Prediction

Wang Cheng, Pang Xiyu, Huang Guolin
2016 TELKOMNIKA (Telecommunication Computing Electronics and Control)  
In combination with the repeatability of the traffic flow state patterns, this article improved the knearest neighbor non-parametric regression method. To be specific, the neighbors were screened twice and the function based on state pattern recognition was introduced; moreover, the traffic flows in the past time and the traffic flows towards the related directions at both upstream and downstream crossroads were taken into account, so that the predictive ability of the proposed k-nearest
more » ... r non-parametric regression method can be improved. In addition, the final prediction results were output using the weighted average method of the reciprocal of the state pattern vector matching distance, so as to enhance the accuracy and real-time performance of the short-term traffic flow prediction.
doi:10.12928/telkomnika.v14i2a.4332 fatcat:46wxbsdzinbn7nsyypkazfzmom