City-Scale Social Event Detection and Evaluation with Taxi Traces

作者: Wangsheng Zhang , Guande Qi , Gang Pan , Hua Lu , Shijian Li

DOI: 10.1145/2700478

关键词:

摘要: A social event is an occurrence that involves lots of people and accompanied by obvious rise in human flow. Analysis events has real-world importance because bring about impacts on many aspects city life. Traditionally, detection impact measurement rely investigation, which considerable effort. Recently, analyzing messages networks, researchers can also detect evaluate country-scale events. Nevertheless, the analysis city-scale not been explored. In this article, we use flow dynamics, reflect activeness a region, to measure their impacts. We first extract dynamics from taxi traces. Second, propose method only discover happening time venue abnormal activeness, but scale through changes such activeness. Third, traffic congestion information traces its change during impact. The results experiments validate effectiveness both methods.

参考文章(33)
Prasenjit Mitra, Qiankun Zhao, Bi Chen, Temporal and information flow based event detection from social text streams national conference on artificial intelligence. pp. 1501- 1506 ,(2007)
Sibren Isaacman, Richard Becker, Ramón Cáceres, Stephen Kobourov, Margaret Martonosi, James Rowland, Alexander Varshavsky, Identifying important places in people's lives from cellular network data international conference on pervasive computing. pp. 133- 151 ,(2011) , 10.1007/978-3-642-21726-5_9
Yunhao Liu, Lei Chen, Jian Pei, Qiuxia Chen, Yiyang Zhao, Mining Frequent Trajectory Patterns for Activity Monitoring Using Radio Frequency Tag Arrays ieee international conference on pervasive computing and communications. pp. 37- 46 ,(2007) , 10.1109/PERCOM.2007.23
Gang Pan, Guande Qi, Wangsheng Zhang, Shijian Li, Zhaohui Wu, Laurence Yang, Trace analysis and mining for smart cities: issues, methods, and applications IEEE Communications Magazine. ,vol. 51, pp. 120- 126 ,(2013) , 10.1109/MCOM.2013.6525604
Pablo Samuel Castro, Daqing Zhang, Chao Chen, Shijian Li, Gang Pan, From taxi GPS traces to social and community dynamics: A survey ACM Computing Surveys. ,vol. 46, pp. 17- ,(2013) , 10.1145/2543581.2543584
Huimin WEN, Zhongwei HU, Jifu GUO, Liyun ZHU, Jianping SUN, Operational Analysis on Beijing Road Network during the Olympic Games Journal of Transportation Systems Engineering and Information Technology. ,vol. 8, pp. 32- 37 ,(2008) , 10.1016/S1570-6672(09)60003-9
V.A. Traag, A. Browet, F. Calabrese, F. Morlot, Social Event Detection in Massive Mobile Phone Data Using Probabilistic Location Inference privacy security risk and trust. pp. 625- 628 ,(2011) , 10.1109/PASSAT/SOCIALCOM.2011.133
Longbiao Chen, Daqing Zhang, Gang Pan, Leye Wang, Xiaojuan Ma, Chao Chen, Shijian Li, Container throughput estimation leveraging ship GPS traces and open data ubiquitous computing. pp. 847- 851 ,(2014) , 10.1145/2632048.2632050
Bing-Kun Bao, Weiqing Min, Ke Lu, Changsheng Xu, Social event detection with robust high-order co-clustering Proceedings of the 3rd ACM conference on International conference on multimedia retrieval - ICMR '13. pp. 135- 142 ,(2013) , 10.1145/2461466.2461491
Gang Pan, Guande Qi, Zhaohui Wu, Daqing Zhang, Shijian Li, Land-Use Classification Using Taxi GPS Traces IEEE Transactions on Intelligent Transportation Systems. ,vol. 14, pp. 113- 123 ,(2013) , 10.1109/TITS.2012.2209201