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

机译:架构 - you-go:关于概率标记和查询宽表

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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的出现导致了大量的异构数据,这些数据是由大量用户提供的,从而为数据管理和查询处理提供新的挑战。鉴于数据从各种来源统一并由众多用户访问,为用户提供统一的介导模式,因为数据集成不足。一方面,确定性介导的模式限制了用户在他们首选的词汇中表达查询的自由;另一方面,用户无法记住从集成各种数据源的大量属性名称是不可立论的。因此,需要一个面向用户的数据管理和查询界面。在本文中,我们提出了一个开箱即用的方法,将用户的动作与数据库操作分开。这种分离层涉及语义视角的挑战。它。通过用户提供的标签解释每个数据值的语义,然后将值与这些标签一起插入数据库中。查询数据库时,该层还可作为通过解释来自用户查询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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