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IVIS4BigData: A Reference Model for Advanced Visual Interfaces Supporting Big Data Analysis in Virtual Research Environments

机译:IVIS4BigData:高级可视界面的参考模型,在虚拟研究环境中支持大数据分析

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摘要

This paper introduces an approach to develop an up-to-date reference model that can support advanced visual user interfaces for distributed Big Data Analysis in virtual labs to be used in e-Science, industrial research, and Data Science education. The paper introduces and motivates the current situation in this application area as a basis for a corresponding problem statement that is utilized to derive goals and objectives of the approach. Furthermore, the relevant state-of-the-art is revisited and remaining challenges are identified. An exemplar set of use cases, corresponding user stereotypes as well as a conceptual design model to address these challenges are introduced. A corresponding architectural system model is suggested as a conceptual reference architecture to support proof-of-concept implementations as well as to support interoperability in distributed infrastructures. Conclusions and an outlook on future work complete the paper.
机译:本文介绍了一种开发最新参考模型的方法,该模型可支持虚拟实验室中分布式大数据分析的高级可视用户界面,以用于电子科学,工业研究和数据科学教育。本文介绍并激发了该应用程序领域中的现状,以此作为相应问题陈述的基础,该问题陈述可用于得出方法的目的和目标。此外,重新审视了相关的最新技术,并确定了尚待解决的挑战。介绍了一组用例示例,相应的用户构造型以及解决这些挑战的概念设计模型。建议使用相应的体系结构系统模型作为概念参考体系结构,以支持概念验证的实现,并支持分布式基础结构中的互操作性。结论和对未来工作的展望完成了本文。

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