摘要
近年来,众包为传统数据管理提供了一种通过汇聚群体智慧求解问题的新模式,并成为当前数据库领域的研究热点之一.特别是随着移动互联网技术与共享经济模式的快速发展,众包技术已融入到各类具有时空数据的应用场景中,例如各类O2O(online-to-offline)应用、实时交通监控与动态物流管理等.简言之,这种应用众包技术处理时空数据的方式称为时空众包数据管理.对近期在时空众包数据管理方面的研究工作进行综述,首先阐述了时空众包的概念,解释了其与传统众包技术的关系,并介绍了各类典型的时空众包应用;随后描述了时空众包应用平台的工作流程及其任务特点;然后讨论了时空众包数据管理的3项核心研究问题和3类应用技术;最后,总结了时空众包数据管理技术的研究现状并展望了其未来潜在的研究方向,为相关研究人员提供了有价值的参考.
In recent years, crowdsourcing, which utilizes the intelligence of crowds to solve problems, provides a novel data processing paradigm for traditional data management challenges and has become one of the hottest research topics. In particular, due to the rapid development of mobile Internet and sharing economy, crowdsourcing not only becomes a new approach for data collection, but is also integrated into all kinds of application scenarios especially spatiotemporal data management such as online-to-offline（O2O） applications, real-time traffic monitoring, and logistics management. In this paper, a survey is provided on existing research of spatiotemporal crowdsourcing. First of all, the concept and representative applications of spatiotemporal crowdsourcing is described, and its relationship with traditional crowdsourcing is explained. Then, the workflow of spatiotemporal crowdsourcing is illustrated. Furthermore, three core research problems and three categories of techniques of spatiotemporal crowdsourcing are discussed. Finally, the state-of-the-art studies of spatiotemporal crowdsourcing are summarized and promising future research directions for the research community are presented.
作者
童咏昕
袁野
成雨蓉
陈雷
王国仁
TONG Yong-Xin YUAN Ye CHENG Yu-Rong CHEN Lei WANG Guo-Ren(State Key Laboratory of Software Development Environmnt （Beihang University）, Beijing 100191, China School of Computer Science and Engineering, Beihang University, Beijing 100191, China School of Computer Science and Engineering, Northeastern University, Shenyang 110004, China Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, China)
出处
《软件学报》
EI
CSCD
北大核心
2017年第1期35-58,共24页
Journal of Software
基金
国家重点基础研究发展计划(973)(2014CB340300)
国家自然科学基金(61502021
61622202
61572119
U1401256)
北京航空航天大学软件开发环境国家重点实验室开放课题(SKLSDE-2016ZX-13)~~
关键词
时空众包
共享经济
O2O模式
任务分配
质量控制
隐私保护
spatiotemporal crowdsourcing
sharing economy
O2O mode
task assignment
quality control
privacy protection
