Segmentation of vehicle detector data for improved k‐nearest neighbours‐based traffic flow prediction

Author:

Bernaś Marcin1,Płaczek Bartłomiej1,Porwik Piotr1,Pamuła Teresa2

Affiliation:

1. Institute of Computer ScienceUniversity of SilesiaBędziń ska 39Sosnowiec41‐200Poland

2. Faculty of TransportSilesian University of TechnologyKrasiń skiego 8Katowice40‐019Poland

Publisher

Institution of Engineering and Technology (IET)

Subject

Law,Mechanical Engineering,General Environmental Science,Transportation

Reference27 articles.

1. A multivariate state space approach for urban traffic flow modeling and prediction

2. Optimized and meta-optimized neural networks for short-term traffic flow prediction: A genetic approach

3. GuoF.KrishnanR.PolakJ.W.: ‘Short‐term traffic prediction under normal and abnormal traffic conditions on urban roads’.Transportation Research Board 91st Annual Meeting 2012 Paper #12–1627 pp.1–17

4. KimT.KimH.LovellD.J.: ‘Traffic flow forecasting: overcoming memoryless property in nearest neighbor non‐parametric regression’.Proc. Intelligent Transportation Systems 2005 pp.965–969

5. MayM.HeckerD.KornerC.ScheiderS.SchulzD.: ‘A vector‐geometry based spatial kNN‐algorithm for traffic frequency predictions’.IEEE Int. Conf. on Data Mining Workshops (ICDMW'08) 2008 pp.442–447

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