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Aggregate location recommendation in dynamic transportation networks
Li, Jianmin1; Wang, Yan1; Zhong, Ying1; Guo, Danhuai2,3,4; Zhu, Shunzhi1
刊名World wide web-internet and web information systems
2018-11-01
卷号21期号:6页码:1637-1653
关键词Location recommendation Travel planning Dynamic transportation networks Spatio-temporal databases
ISSN号1386-145X
DOI10.1007/s11280-017-0496-3
通讯作者Zhu, shunzhi(szzhu@xmut.edu.cn)
英文摘要Travel planning and location recommendation are increasingly important in recent years. in this light, we propose and study a novel aggregate location recommendation query (alrq) of discovering aggregate locations for multiple travelers and planning the corresponding travel routes in dynamic transportation networks. assuming the scenario that multiple travelers target the same destination, given a set of travelers' locations q, a set of potential aggregate location o, and a departure time t, the alrq finds an aggregate location o o that has the minimum global travel time where t(q,o,t) is the travel time between o and q with departure time t. the alrq problem is challenging due to three reasons: (1) how to model the dynamic transportation networks practically, and (2) how to compute alrq efficiently. we take two types of dynamic transportation networks into account, and we define a pair of upper and lower bounds to prune the search space effectively. moreover, a heuristic scheduling strategy is adopted to schedule multiple query sources. finally, we conducted extensive experiments on real and synthetic spatial data to verify the performance of the developed algorithms.
WOS关键词NEAREST-NEIGHBOR QUERIES ; AWARE SPATIAL NETWORKS ; GATHERING PATTERNS ; TRAJECTORIES ; DISCOVERY ; SPARSE
WOS研究方向Computer Science
WOS类目Computer Science, Information Systems ; Computer Science, Software Engineering
语种英语
出版者SPRINGER
WOS记录号WOS:000449485200012
内容类型期刊论文
URI标识http://www.corc.org.cn/handle/1471x/2374272
专题计算机网络信息中心
通讯作者Zhu, Shunzhi
作者单位1.Xiamen Univ Technol, Sch Comp & Informat Engn, Xiamen, Peoples R China
2.Shenzhen Univ, Guangdong Prov Key Lab Popular High Performance C, 3688 Nanhai Ave, Shenzhen 518060, Guangdong, Peoples R China
3.Shenzhen Univ, Guangdong Prov Big Data Collaborat Innovat Ctr, 3688 Nanhai Ave, Shenzhen 518060, Guangdong, Peoples R China
4.Chinese Acad Sci, CNIC, Beijing, Peoples R China
推荐引用方式
GB/T 7714
Li, Jianmin,Wang, Yan,Zhong, Ying,et al. Aggregate location recommendation in dynamic transportation networks[J]. World wide web-internet and web information systems,2018,21(6):1637-1653.
APA Li, Jianmin,Wang, Yan,Zhong, Ying,Guo, Danhuai,&Zhu, Shunzhi.(2018).Aggregate location recommendation in dynamic transportation networks.World wide web-internet and web information systems,21(6),1637-1653.
MLA Li, Jianmin,et al."Aggregate location recommendation in dynamic transportation networks".World wide web-internet and web information systems 21.6(2018):1637-1653.
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