Content-based Recommendation for Traffic Signal Control

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 平行智能技术与系统团队

	Content-based Recommendation for Traffic Signal Control
	Zhao, Yifei; Wang, Feiyue; Gao, Hang; Zhu, Fenghua; Lv, Yisheng
	2015
会议名称	the 18th IEEE International Conference on Intelligent Transportation Systems
会议录名称	Proceedings of the 18th IEEE International Conference on Intelligent Transportation Systems
会议日期	2015
会议地点	Canary Islands, Spain
摘要	none; Traffic signal control is an effective way of solving urban traffic problems by providing appropriate signal control plans for various intersections. Essentially, the aim of Traffic Signal Control is to find the best matching timing plans to current traffic conditions. Inspired by recommendation technology, we regard traffic conditions as users, timing plans as items, and traffic indicators like delay time are regarded as the ratings that users give to items. By means of Content-based Recommendation technology and k-Nearest Neighbor method in Recommendation Systems, we first find the similar traffic conditions according to the characteristics of traffic conditions. Then the matching degree between current traffic conditions and various timing plans can be predicted by analyzing the history data of selected similar traffic conditions. What’s more, Artificial Transportation Systems method was applied to recommend and sort the timing plans for various traffic conditions in this paper. With normalized Discounted Cumulative Gain, which is a measure of ranking quality, was chosen as the performance indicator, we conducted the experiments in Paramics. The results showed that the strategies based on our method outperform the classic Webster method.
关键词	Artificial Transportation Systems And Simulation Contented-based Recommendation Data Mining And Data Analysis Traffic Signal Control
收录类别	EI
文献类型	会议论文
条目标识符	http://ir.ia.ac.cn/handle/173211/11707
专题	多模态人工智能系统全国重点实验室_平行智能技术与系统团队
通讯作者	Zhao, Yifei
作者单位	Institute of Automation, Chinese Academy of Sciences
第一作者单位	中国科学院自动化研究所
通讯作者单位	中国科学院自动化研究所
推荐引用方式 GB/T 7714	Zhao, Yifei,Wang, Feiyue,Gao, Hang,et al. Content-based Recommendation for Traffic Signal Control[C],2015.

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