Time related class association rule mining and its application to traffic prediction

IEEJ Transactions on Electronics, Information and Systems

Volumn 130, Issue 2, 2010, Pages 289-301

  Zhou, Huiyu ^a   Mabu, Shingo ^a   Wei, Wei ^a   Shimada, Kaoru ^a   Hirasawa, Kotaro ^a  

^a WASEDA UNIVERSITY   (Japan)

Author keywords

Class association rule mining; Classification; Time related; Traffic prediction

Indexed keywords

ASSOCIATION RULES; ASSOCIATIVE PROCESSING; GENETIC PROGRAMMING; MAGNETIC SUSCEPTIBILITY;

ASSOCIATION RULE MINING; CLASSIFICATION MECHANISM; CLASSIFICATION SYSTEM; EXTRACTION MECHANISMS; GENETIC NETWORK PROGRAMMING; ON TIME; TRAFFIC DATA; TRAFFIC PREDICTION;

FORECASTING;

EID: 77949371493     PISSN: 03854221     EISSN: 13488155     Source Type: Journal    
DOI: 10.1541/ieejeiss.130.289     Document Type: Article

References (19)

1. C. Zhang and S. Zhang: "Association Rule Mining: models and algorithms," Springer (2002)
2. K. Shimada, K. Hirasawa, and J. Hu: "Genetic Network Programming with Acquisition Mechanisms of Association Rules", Journal of Advanced Computational Intelligence and Intelligent Informatics, Vol.10, No.1, pp.102-111 (2006)
3. S. Mabu, K. Hirasawa, and J. Hu: "A Graph-Based Evolutionary Algorithm: Genetic Network Programming (GNP) and Its Extension Using Reinforcement Learning", Evolutionary Computation, MIT press, Vol.15, No.3, pp.369-398 (2007)
4. T. Eguchi, K. Hirasawa, J. Hu, and N. Ota: "A study of Evolutiosnary Multiagent Models Based on Symbiosis", IEEE Tans. on Syst., Man and Cybernetics - Part B -, Vol.36, No.1, pp.179-193 (2006)
5. K. Hirasawa, T. Eguchi, J. Zhou, L. Yu, and S. Markon: "A Double-Deck Elevator Group Supervisory Control System Using Genetic Network Programming", IEEE Trans, on Systems, Man and Cybernetics, Part C, Vol.38, No.4, pp.535-550 (2008-7)
6. A. K. H. Tung, H. Lu, J. Han, and L. Feng: "Efficient Mining of Intertransaction Association Rule", IEEE Transactions on Knowledge and Data Engineering, Vol.15, No.1, pp.43-56 (2003)
7. R. Agrawal and R. Srikant: "Fast Algorithms for Mining Association Rules", In Proc. of the 20th VLDB Conf., pp.487-499 (1994)
8. C. W. Omlin and C. L. Giles: "Extraction of Rules from Discrete-time Recurrent Neural Networks", Neural Networks, Vol.9, No.1, pp.41-52 (1996)
9. H. Zhou, W. Wei, K. Shima, S. Mabu, and K. Hirasawa: "Time Related Association Rules Mining with Attribute Accumulation Mechanism and its Application to Traffic Prediction", Journal of Advanced Computational Intelligence and Intelligent Informatics, Vol.12, No.5, pp.467-478 (2008-7)
10. I. Kaysi, M. Ben-Akiva, and H. Koutsopoulos: "An Integrated Approach to Vehicle Routing and Congestion Predictions for Real-time Driver Guidance", Transportation Research Records, 1408, Transportation Research Board, Washington D.C, pp.66-74 (1993)
11. P. J. Lingras and P. Osborne: "Effect of noise on regression and neural network predictions", In Proc. of the Conference of Canadian Society of Civil Engineers, Sherbrooke, Quebec, June, pp.331-339 (1997)
12. D. Joksimovic, M. Bliemler, and P. Bovy: "Optimal toll design problem in dynamic traffic networks with joint route and departure time choice", In Proc. of the 84th Annual Meeting of the Transportation Research Board, Washington, DC. (2005)
13. J. H. Holland: "Adaptation in Natural and Artificial Systems", Ann Arbor: University of Michigan Press (1975)
14. D. E. Goldberg: "Genetic Algorithm in search, optimization and machine learning", Addison-Wesley (1989)
15. J. R. Koza: "Genetic Programming, on the programming of computers by means of natural selection", Cambridge, Mass., MIT Press (1992)
16. J. R. Koza: "Genetic Programming II, Automatic Discovery of Reusable Programs", Cambridge, Mass.: MIT Press (1994)
17. B. Liu, W. Hsu, and Y. Ma: "Integrating Classification and Association Rule Mining", In Proc. of the ACM International Conf on Knowledge Discovery and Data Mining, pp.80-86 (1998)
18. H. Zhou, W. Wei, K. Shimada, S. Mabu, and K. Hirasawa: "Time Related Association Rules Mining with Attributes Accumulation Mechanism and its Application to Traffic Prediction", In Proc. of the IEEE Congress on Evolutionary Computation, pp.305-311 (2008)
19. M. K. Mainali, K. Shimada, S. Mabu, and K. Hirasawa: "Optimal Route Based on Dynamic Programming for Road Networks", Journal of Advanced Computational Intelligence and Intelligent Infrormatics, Vol.12, No.6, pp.546-553 (2008)