BiDaML:一套支持最终用户数据分析的可视化语言

2019 IEEE International Congress on Big Data (BigDataCongress) Pub Date : 1900-01-01 DOI:10.1109/BigDataCongress.2019.00025

Hourieh Khalajzadeh, Mohamed Abdelrazek, J. Grundy, J. Hosking, Qiang He

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引用次数: 14

摘要

我们介绍了大数据分析建模语言(BiDaML)，这是一套新颖的可视化语言，旨在为最终用户在设计大数据分析解决方案的过程中提供支持。BiDaML包括五个图表符号:数据分析头脑风暴图;工艺流程图;技术图表;数据图;输出图。还开发了用于创建BiDaML图的集成设计环境形式的工具支持。为了演示BiDaML的实用性，我们用一个真实世界的房地产价格预测示例来说明我们的方法，并使用物理符号和与目标最终用户(数据科学家和软件工程师)的认知预演来评估BiDaML。

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BiDaML: A Suite of Visual Languages for Supporting End-User Data Analytics

We introduce Big Data Analytics Modeling Languages (BiDaML), a novel integrated suite of visual languages aimed at supporting end users during the process of designing big data analytics solutions. BiDaML comprises five diagrammatic notations: a data analytics brainstorming diagram; a process diagram; technique diagrams; data diagrams; and output diagrams. Tool support in the form of an integrated design environment for creating BiDaML diagrams has also been developed. To demonstrate the utility of BiDaML, we illustrate our approach with a real-world example of property price prediction and evaluate BiDaML using the physics of notations and cognitive walkthroughs with target end users - data scientists and software engineers.

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2019 IEEE International Congress on Big Data (BigDataCongress)

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