利用合成数据传播计算地理空间模型

Q1 Social Sciences European Journal of Geography Pub Date : 2020-12-13 DOI:10.48088/EJG.K.CHE.11.3.76.91
K. Cheliotis
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引用次数: 0

摘要

真实世界系统的详细数据集越来越可用,同时在研究中的使用也在增加。然而,数据集通常提供给研究人员,但对其发布有限制。这对计算工具的传播构成了重大限制,计算工具的理解通常需要围绕其构建的详细数据集的可用性。本文讨论了合成数据集规避这些限制的潜力,因为通常数据内容本身是专有的,而不是数据集模式。因此,可以生成符合模式的新数据,然后可以与相关模型一起自由分发,让其他研究人员能够充分探索实际使用的工具。本文介绍了在一个研究项目的范围内创建合成地理空间数据的过程,该项目依赖于最初通过与行业合作伙伴的密切合作获取的真实世界数据。
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Using synthetic data for the dissemination of computational geospatial models
Detailed datasets of real-world systems are becoming more and more available, accompanied by a similar increased use in research. However, datasets are often provided to researchers with restrictions regarding their publication. This poses a major limitation for the dissemination of computational tools, whose comprehension often requires the availability of the detailed dataset around which the tool was built. This paper discusses the potential of synthetic datasets for circumventing such limitations, as it is often the data content itself that is proprietary, rather than the dataset schema. Therefore, new data can be generated that conform to the schema, and may then be distributed freely alongside the relevant models, allowing other researchers to explore tools in action to their full extent. This paper presents the process of creating synthetic geospatial data within the scope of a research project which relied on real-world data, originally captured through close collaboration with industry partners.
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来源期刊
European Journal of Geography
European Journal of Geography Social Sciences-Geography, Planning and Development
CiteScore
1.40
自引率
0.00%
发文量
29
期刊介绍: The publication of the European Journal of Geography (EJG) is based on the European Association of Geographers’ goal to make European Geography a worldwide reference and standard. Thus, the scope of the EJG is to publish original and innovative papers that will substantially improve, in a theoretical, conceptual or empirical way the quality of research, learning, teaching and applying geography, as well as in promoting the significance of geography as a discipline. Submissions are encouraged to have a European dimension
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