A scalable distributed stream mining system for highway traffic data
文献类型：期刊论文
| 作者 | Liu, Ying; Choudhary, Alok; Zhou, Jianhong; Khokhar, Ashfaq |
| 刊名 | Knowledge discovery in databases: pkdd 2006, proceedings
 |
| 出版日期 | 2006 |
| 卷号 | 4213页码:309-321 |
| 关键词 | Data stream Distributed computing Real-time Traffic Sensor |
| ISSN号 | 0302-9743 |
| 通讯作者 | Liu, ying(yingliu@gucas.ac.cn) |
| 英文摘要 | To achieve the concept of smart roads, intelligent sensors are being placed on the roadways to collect real-time traffic streams. traditional method is not a real-time response, and incurs high communication and storage costs. existing distributed stream mining algorithms do not consider the resource limitation on the lightweight devices such as sensors. in this paper, we propose a distributed traffic stream mining system. the central server performs various data mining tasks only in the training and updating stage and sends the interesting patterns to the sensors. the sensors monitor and predict the coming traffic or raise alarms independently by comparing with the patterns observed in the historical streams. the sensors provide real-time response with less wireless communication and small resource requirement, and the computation burden on the central server is reduced. we evaluate our system on the real highway traffic streams in the gcm transportation corridor in chicagoland. |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Information Systems |
| 语种 | 英语 |
| WOS记录号 | WOS:000241104900026 |
| 出版者 | SPRINGER-VERLAG BERLIN |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2379948 |
| 专题 | 中国科学院大学 |
| 通讯作者 | Liu, Ying |
| 作者单位 | 1.Chinese Acad Sci, Grad Univ, Data Technol & Knowledge Econ Res Ctr, Beijing 100080, Peoples R China 2.Northwestern Univ, Dept Elect & Comp Engn, Evanston, IL 60208 USA |
| 推荐引用方式 GB/T 7714 | Liu, Ying,Choudhary, Alok,Zhou, Jianhong,et al. A scalable distributed stream mining system for highway traffic data[J]. Knowledge discovery in databases: pkdd 2006, proceedings,2006,4213:309-321. |
| APA | Liu, Ying,Choudhary, Alok,Zhou, Jianhong,&Khokhar, Ashfaq.(2006).A scalable distributed stream mining system for highway traffic data.Knowledge discovery in databases: pkdd 2006, proceedings,4213,309-321. |
| MLA | Liu, Ying,et al."A scalable distributed stream mining system for highway traffic data".Knowledge discovery in databases: pkdd 2006, proceedings 4213(2006):309-321. |
入库方式： iSwitch采集
来源：中国科学院大学
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。