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A Human-Centered Approach for Interactive Data Processing and Analytics

机译:以人为本的交互式数据处理和分析方法

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In recent years, the amount of data increases continuously. With newly emerging paradigms, such as the Internet of Things, this trend will even intensify in the future. Extracting information and, consequently, knowledge from this large amount of data is challenging. To realize this, approved data analytics approaches and techniques have been applied for many years. However, those approaches are oftentimes very static, i.e., cannot be dynamically controlled. Furthermore, their implementation and modification requires deep technical knowledge only technical experts can provide, such as an IT department of a company. The special needs of the business users are oftentimes not fully considered. To cope with these issues, we introduce in this article a human-centered approach for interactive data processing and analytics. By doing so, we put the user in control of data analytics through dynamic interaction. This approach is based on requirements derived from typical case scenarios.
机译:近年来,数据量不断增加。随着诸如物联网之类的新兴范例的出现,这种趋势在未来甚至还会加剧。从大量数据中提取信息以及因此的知识是具有挑战性的。为了实现这一点,已经应用了批准的数据分析方法和技术很多年了。但是,这些方法通常是非常静态的,即不能被动态地控制。此外,它们的实现和修改要求只有技术专家才能提供的深厚技术知识,例如公司的IT部门。经常没有充分考虑到业务用户的特殊需求。为了解决这些问题,我们在本文中介绍了一种以人为中心的交互式数据处理和分析方法。通过这样做,我们使用户可以通过动态交互来控制数据分析。此方法基于从典型案例方案得出的要求。

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