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An agent-based framework for a traffic security management system
Tang, SM; Gao, HJ; Kantor, P; Muresan, G; Roberts, F; Zeng, DD; Wang, FY; Chen, H; Merkle, RC; Tang, Shuming
; This paper proposes an improved nonparametric regression (INPR) algorithm for forecasting traffic flows and its application in automatic detection of traffic incidents. The INPRA is constructed based on the searching method of nearest neighbors for a traffic-state vector and its main advantage lies in forecasting through possible trends of traffic flows, instead of just current traffic states, as commonly used in previous forecasting algorithms. Various simulation results have indicated the viability and effectiveness of the proposed new algorithm. Several performance tests have been conducted using actual traffic data sets and results demonstrate that INPRs average absolute forecast errors, average relative forecast errors, and average computing times are the smallest comparing with other forecasting algorithms.
KeywordAutomatic Incidentdetection Forecast Nonparametricregression Algorithms State Vectors Traffic Incidents
WOS HeadingsScience & Technology ; Technology
Indexed BySCI ; ISTP
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence ; Computer Science, Information Systems ; Computer Science, Interdisciplinary Applications ; Computer Science, Theory & Methods
WOS IDWOS:000230114100096
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Document Type期刊论文
Corresponding AuthorTang, Shuming
Affiliation1.Shandong Acad Sci, Inst Automat, Shandong, Peoples R China
2.Chinese Acad Sci, Inst Automat, Key Lab Complex Syst & Intelligence Sci, Beijing, Peoples R China
Recommended Citation
GB/T 7714
Tang, SM,Gao, HJ,Kantor, P,et al. An agent-based framework for a traffic security management system[J]. INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS,2005,3495(1):660-661.
APA Tang, SM.,Gao, HJ.,Kantor, P.,Muresan, G.,Roberts, F.,...&Tang, Shuming.(2005).An agent-based framework for a traffic security management system.INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS,3495(1),660-661.
MLA Tang, SM,et al."An agent-based framework for a traffic security management system".INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS 3495.1(2005):660-661.
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