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Discovering Knowledge Nuggets in Financial Data: The Case of a Financial Services Institution

机译:在金融数据中发现知识掘金:金融服务机构的案例

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The success stories of organisations that have been transformed through the application of business intelligence are numerous and well documented. However, there are many organisations that have made significant investments in these technologies without the expected returns. What organisations must understand is that the application of the analytics itself is a small part of the process and if the expected results are to be realized a more structured process model must be followed. The most common approach is the KDDM process model, which includes a very important data preparation stage. Although the steps of these structured processes are well defined, in some cases, especially as it relates to data preparation, there are additional techniques that can be used to harness greater value from the data. These techniques are not well documented and this paper seeks to help fill this void by demonstrating what can be done in the data preparation stage to increase the value of the analytics. As more focus is placed on the importance of following a process model and on demonstrating the power of data preparation techniques the more likely it is that organisations will gain greater returns on their investments in their analytics investments.
机译:通过应用商业智能的应用程序的成功案例是众多,并记录得很好。但是,在没有预期的回报的情况下,有许多组织在这些技术中取得了重大投资。必须了解哪些组织是,分析本身的应用是过程的一小部分,如果要实现预期结果,则必须遵循更具结构化的过程模型。最常见的方法是KDDM过程模型,包括一个非常重要的数据准备阶段。尽管这些结构化过程的步骤在某些情况下良好定义,但特别是与数据准备有关,则存在额外的技术,可用于利用数据中的更大值。这些技术没有充分记录,本文旨在通过演示数据准备阶段可以在数据准备阶段来增加分析的价值来帮助填补这种无效。由于更多的重点是遵循过程模型的重要性,并且展示了数据准备技术的力量,而且组织更有可能在分析投资中获得更多的回报。

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