A reduced multivariate polynomial based neural network model pattern classifier for freeway incident detection

IEEE International Conference on Neural Networks - Conference Proceedings

Volumn , Issue , 2007, Pages 2366-2372

  Srinivasan, D ^a,b   Sharma, V ^b  

^a IEEE

^b NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

INCIDENT DETECTION;

ARTIFICIAL INTELLIGENCE; BOOLEAN FUNCTIONS; CLASSIFICATION (OF INFORMATION); CLASSIFIERS; COMPUTER NETWORKS; CONVERGENCE OF NUMERICAL METHODS; CURVE FITTING; GEODESY; GRADIENT METHODS; HIGHWAY SYSTEMS; IMAGE CLASSIFICATION; LEARNING SYSTEMS; LEAST SQUARES APPROXIMATIONS; MULTIVARIABLE SYSTEMS; POLYNOMIAL APPROXIMATION; POLYNOMIALS; VEGETATION;

NEURAL NETWORKS;

EID: 51749101042     PISSN: 10987576     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2007.4371328     Document Type: Conference Paper

References (19)

1. Cheol Oh; Jun-Seok Oh; Ritchie, S.G., "Real-time hazardous traffic condition warning system: framework and evaluation", IEEE Transactions on Intelligent Transportation Systems, Volume 6, Issue 3, Sept. 2005, 265-272.
2. Kamijo, S.; Matsushita, Y.; Ikeuchi, K.; Sakauchi, M, "Traffic monitoring and accident detection at intersections", IEEE Transactions on Intelligent Transportation Systems, Volume 1, Issue 2, June 2000, 108-118.
3. Shuming Tang; Haijun Gao, "Traffic-incident detection-algorithm based on nonparametric regression", IEEE Transactions on Intelligent Transportation Systems, Volume 6, Issue 1, March 2005, 38-42.
4. H.S. Mahmassani, C. Haas, S. Zhou and J. Peterman, "Evaluation of Incident Detection Methodologies", Centre for Transport Research, FHWA/TX_00/1795-1, 1998.
5. H.J. Payne, E.D. Helfenbein, H.C. Knobel, "Development and testing of incident detection algorithms." Report No. FHWA-RD-76-20, vol. 2. Federal Highway Administration, 1976.
6. S.R. Ahmed, A.R. Cook, "Application of time-series analysis techniques to freeway incident detection." Transportation Research Record 841, 1982, 19-21.
7. D. Srinivasan, X. Jin and R.L. Cheu, "Evaluation of adaptive Neural Network models for freeway incident detection", IEEE Transactions on Intelligent Transportation Systems, 5, No. 1, Mar 2004, 1-11.
8. S.J. Lee and C.J. Ouyang, "A Neuro-Fuzzy System Modelling with Self-Constructing Rule Generation and Hybrid SVD-Based Learning", IEEE Transactions on Fuzzy Systems, 11 (3), 2003.
9. S. Haykin, "Neural Networks: A Comprehensive Foundation", Prentice Hall, Eaglewood Cli.s, N.J., 1992.
10. H. Dia and G. Rose, "The Impact of Data Quantity on the Performance of Neural Network Freeway Incident Detection Models" in "Neural Networks in Transport Application", Part D, 1998, 311-340.
11. Browne R, Foo S, Huynh S, Abdulhai B, Hall F, "Comparison and analysis tool for automatic incident detection", Freeway Operations, High-Occupancy Vehicle Systems, Traffic Signal Systems, And Regional Transportation Systems Management 2005 Transportation Research Record (1925)58-65 2005
12. R. L. Cheu, "Neural network models for automated detection of laneblocking incidents on freeways," Ph.D. dissertation, Univ. California, Irvine, 1994.
13. R. L. Cheu and S. G. Ritchie, "Automated detection of lane-blocking freeway incidents using artificial neural networks," Transportation Res., vol. 3C, no. 6, pp. 371-388, 1995.
14. H. Dia and G. Rose, "Development and evaluation of neural network freeway incident detection models using field data," Transportation Res., vol. 5C, no. 5, pp. 313-331, 1998.
15. M. R. Berthold and J. Diamond, "Constructive training of probabilistic neural networks," Neurocomputing, pp. 167-183, 1998.
16. D. F. Specht, "Probabilistic neural networks and general regression neural networks," in Fuzzy Logic and Neural Network Handbook, C.H. Chen, Ed. New York: McGraw-Hill, 1996, pp. 3.1-3.44.
17. Kar-Ann Toh, Quoc-Long Tran, Srinivasan. D, "Benchmarking a reduced multivariate polynomial pattern classifier", Pattern Analysis and Machine Intelligence, IEEE Transactions on, Volume 26, Issue 6, June 2004 Page(s):740-755.
18. Quoc-Long Tran, "An Adaptive Model For Multi-Modal Biometrics Decision Fusion" MEng thesis submitted at Department of Electrical and Computer Engineering at National University of Singapore, 2005.
19. Dipti Srinivasan, Saptak Sanyal, Vishal Sharma, "Freeway Incident Detection using Hybrid Fuzzy Neural Network", to appear in Intelligent Transportation Systems, 2007.