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Schema-As-You-Go: On Probabilistic Tagging and Querying of Wide Tables

机译:随行即用模式:关于宽表的概率标记和查询

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The emergence of Web 2.0 has resulted in a huge amount of heterogeneous data that are contributed by a large number of users, engendering new challenges for data management and query processing. Given that the data are unified from various sources and accessed by numerous users, providing users with a unified mediated schema as data integration is insufficient. On one hand, a deterministic mediated schema restricts users' freedom to express queries in their preferred vocabulary; on the other hand, it is not realistic for users to remember the numerous attribute names that arise from integrating various data sources. As such, a user-oriented data management and query interface is required.In this paper, we propose an out-of-the-box approach that separates users' actions from database operations. This separating layer deals with the challenges from a semantic perspective. It. interprets the semantics of each data value through tags that are provided by users, and then inserts the value into the database together with these tags. When querying the database, this layer also serves as a platform for retrieving data by interpreting the semantics of the queried tags from the users. Experiments are conducted to illustrate both the effectiveness and efficiency of our approach.
机译:Web 2.0的出现导致大量异构数据由大量用户贡献,这给数据管理和查询处理带来了新的挑战。鉴于数据是从各种来源统一并由众多用户访问的,因此由于数据集成不足,无法为用户提供统一的中介模式。一方面,确定性中介模式会限制用户自由地以其首选词汇表表达查询。另一方面,用户记住由于集成各种数据源而产生的众多属性名称是不现实的。因此,需要面向用户的数据管理和查询界面。在本文中,我们提出了一种开箱即用的方法,该方法将用户的操作与数据库操作分开。该分离层从语义的角度处理挑战。它。通过用户提供的标签解释每个数据值的语义,然后将这些值与这些标签一起插入数据库。查询数据库时,该层还用作通过解释用户查询的标签的语义来检索数据的平台。进行实验以说明我们方法的有效性和效率。

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