Discovering Closed Frequent Patterns in Moving Trajectory Database | |
Wang L(王亮); Hu KY(胡琨元)![]() ![]() | |
2012 | |
会议名称 | 2012 IEEE 14th International Conference on Communication Technology (ICCT 2012) |
会议日期 | November 9-11, 2012 |
会议地点 | Chengdu, China |
关键词 | closed frequent pattern moving trajectory databse spatiotemporal region of interesting CloSpan algorithm |
页码 | 567-572 |
通讯作者 | 王亮 |
中文摘要 | The increasing availability of tracking devices bring larger amounts of trajectories representing people's moving location histories. In this paper, we aimed to mine closed frequent patterns in moving trajectory database. Such closed frequent patterns can help us to understand general mobile behaviors in compact representation. In this work, we first presented a conception of spatiotemporal region of interesting (STROI) to capture the attribute of moving trajectory in spatial and temporal dimensions. Second, based on the set of STROIs distributing in given geospatial region, we transformed trajectory data into STROI element sequence data at different time slice with respect to corresponding STROIs. Third, we modified the closed sequence pattern mining algorithm CloSpan to adapt to closed moving trajectory pattern discovery. Finally, the approaches are then validated by a range of synthetic data sets to evaluate the usefulness and efficiency. |
收录类别 | EI ; CPCI(ISTP) |
产权排序 | 1 |
会议录 | 2012 IEEE 14th International Conference on Communication Technology
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会议录出版者 | IEEE |
会议录出版地 | New York, USA |
语种 | 英语 |
ISBN号 | 978-1-4673-2101-3 |
WOS记录号 | WOS:000320472100106 |
内容类型 | 会议论文 |
源URL | [http://ir.sia.cn/handle/173321/10159] ![]() |
专题 | 沈阳自动化研究所_信息服务与智能控制技术研究室 |
推荐引用方式 GB/T 7714 | Wang L,Hu KY,Ku T,et al. Discovering Closed Frequent Patterns in Moving Trajectory Database[C]. 见:2012 IEEE 14th International Conference on Communication Technology (ICCT 2012). Chengdu, China. November 9-11, 2012. |
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