Locally kernel regression adapting with data distribution in prediction of traffic flow

2010 18th International Conference on Geoinformatics, Geoinformatics 2010

Volumn , Issue , 2010, Pages

  Han, Lei ^a   Shuai, Meng ^a   Xie, Kunqing ^a   Song, Guojie ^a   Ma, Xiujun ^a  

^a PEKING UNIVERSITY   (China)

Author keywords

Adaptive; Density; Locally kernel regression; Three Phase traffic theory

Indexed keywords

ADAPTIVE; DATA DISTRIBUTION; DENSITY; EXPERIMENTAL STUDIES; INTELLIGENT TRANSPORTATION; KERNEL MODELS; KERNEL REGRESSION; REAL TRAFFIC; SPATIO TEMPORAL FEATURES; TRAFFIC DATA; TRAFFIC FLOW; TRAFFIC THEORIES; VEHICULAR TRAFFIC;

COMPUTER SIMULATION; FORECASTING; TRAFFIC SURVEYS;

REGRESSION ANALYSIS;

EID: 77958048826     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/GEOINFORMATICS.2010.5567525     Document Type: Conference Paper

References (7)

1. M. Shuai, L. Han, K.Q. Xie, G.J. Song, X.J. Ma, G.H. Chen, "An Adaptive Traffic Flow Prediction Mechanism Based on Locally Weighted Learning," ACTA SCIENTIARUM NATURALIUM UNIVERSITATIS PEKINENSIS, vol. 46(1), pp. 64-68, 2010.
2. L. Han, K.Q. Xie, G.J. Song, "Adaptive Fit Parameters Tuning with Data Density Changes in Locally Weighted Learning," in International Symposium on Neural Networks (ISNN 2010). 2010. (Accepted to be published).
3. S. Vijayakumar, A.D. Souza, S. Schaal, "Incremental Online Learning in High Dimensions," in Neural Computation, vol. 17. MIT Press.(2005)
4. B.S. Kerner, "Introduction to Modern Traffic Flow Theory and Control - The Long Road to Three-Phase Traffic Theory," Springer Heidelberg Dordrecht London New York, 2009.
5. C. Atkeson, A. Moore, S. Schaal, "Locally Weighted Learning," Artificial Intelligence Review, 11-73(1997)
6. Freeway Performance Measurement System, available online at: http://pems.eecs.berkeley.edu
7. Kernel Density Estimation, available online at: http://en.wikipedia.org/ wiki/