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An Approach to Evaluate Data Trustworthiness Based on Data Provenance

机译:基于数据来源的数据可信度评估方法

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Today, with the advances of information technology, individual people and organizations can obtain and process data from different sources. It is critical to ensure data integrity so that effective decisions can be made based on these data. An important component of any solution for assessing data integrity is represented by techniques and tools to evaluate the trustworthiness of data provenance. However, few efforts have been devoted to investigate approaches for assessing how trusted the data are, based in turn on an assessment of the data sources and intermediaries. To bridge this gap, we propose a data provenance trust model which takes into account various factors that may affect the trustworthiness and, based on these factors, assigns trust scores to both data and data providers. Such trust scores represent key information based on which data users may decide whether to use the data and for what purposes.
机译:如今,随着信息技术的发展,个人和组织可以从不同来源获取和处理数据。确保数据完整性至关重要,以便可以根据这些数据做出有效的决策。评估数据完整性的任何解决方案的重要组成部分均由评估数据来源可信度的技术和工具代表。但是,很少有工作致力于反过来基于对数据源和中介的评估来评估数据的可信度的方法。为了弥合这一差距,我们提出了一种数据来源信任模型,该模型考虑了可能影响可信度的各种因素,并基于这些因素为数据和数据提供者分配信任分数。这样的信任度分数代表基于哪些数据用户可以决定是否使用数据以及出于什么目的的关键信息。

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