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    王意洁 李小勇 祁亚斐 孙伟东. 不确定数据查询技术研究[J]. 计算机研究与发展, 2012, 49(7): 1460-1466.
    引用本文: 王意洁 李小勇 祁亚斐 孙伟东. 不确定数据查询技术研究[J]. 计算机研究与发展, 2012, 49(7): 1460-1466.
    Wang Yijie, Li Xiaoyong, Qi Yafei, and Sun Weidong. Uncertain Data Queries Technologies[J]. Journal of Computer Research and Development, 2012, 49(7): 1460-1466.
    Citation: Wang Yijie, Li Xiaoyong, Qi Yafei, and Sun Weidong. Uncertain Data Queries Technologies[J]. Journal of Computer Research and Development, 2012, 49(7): 1460-1466.

    不确定数据查询技术研究

    Uncertain Data Queries Technologies

    • 摘要: 当前不确定数据广泛存在于诸如传感器网络、RFID网络、基于位置服务以及移动对象管理等各种现实的不确定性应用中.不确定数据查询作为不确定数据管理的重要组成部分,在信息检索、数据挖掘、决策制定和环境监控等众多应用中发挥重要作用,目前已成为数据库和网络计算等领域的一个研究热点.从目前不确定数据查询研究的各种查询类型介绍和查询特点分析出发,主要综述了4种典型的不确定数据查询类型,即不确定Skyline查询、不确定Top-k查询、不确定最近邻(NN)查询以及不确定聚集查询;重点论述了各种不确定数据查询的定义,各类查询的特点,并分类介绍了当前各类不确定数据查询研究的现状和各种查询方法的优缺点;最后,基于当前不确定数据查询技术的最新研究动态指出了未来研究工作的趋势.

       

      Abstract: Uncertain data has already widely existed in many practical applications recently, such as sensor networks, RFID networks, location-based services and mobile object management. Uncertain data query as an important aspect of uncertain data management, plays an important role in information retrieval, data mining, decision making, environment monitoring and many other applications, and is emerging as a hotspot in the research of database, network computing and many other areas. Starting from the introduction of various query types and the analysis of the query characteristics in the current research of uncertain data queries, the four typical types of uncertain data query, i.e. uncertain skyline query, uncertain top-k query, uncertain nearest neighbor (NN) query and uncertain aggregation query are summarized. In this paper, the definitions and the specific features of the four kinds of uncertain data queries are discussed, and the main current studies of different uncertain data query types, as well as the advantages and disadvantages of various methods are addressed and analyzed. Finally, based on the analysis of the latest research work on the uncertain data queries, the future work is discussed and outlined.

       

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