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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-nearestdoi:10.12928/telkomnika.v14i2a.4332 fatcat:46wxbsdzinbn7nsyypkazfzmom