Using Data Fabric Architecture to Create Personalized Visual Analytics Systems in the Field of Digital Medicine

Q4 Computer Science Scientific Visualization Pub Date : 2023-12-01 DOI:10.26583/sv.15.5.05
S. Chuprina
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Abstract

The paper describes an innovative approach of applying data factory technologies, which have found their successful practical application to create new generations of corporate data warehouses, are proposed to be used to develop personalized visual analytics environments. The approach provides access to digital data of a particular person from both heterogeneous distributed external and local sources not on the principles of their consolidation, but on the principles of virtual integration. The application of the described approach is demonstrated by the example of the development of visual analytics tools in the field of digital medicine. The emphasis is on the technological aspects of applying the concept of data factories for the development of personalized visual analytics services, means of semantic integration of heterogeneous data sources and their adaptation not only to heterogeneous structured and unstructured data sources, but also to the semantic content of various subject areas.
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在数字医学领域使用数据架构创建个性化可视分析系统
本文介绍了一种应用数据工厂技术的创新方法,这些技术已成功应用于创建新一代企业数据仓库,本文建议将其用于开发个性化可视化分析环境。该方法不是根据整合原则,而是根据虚拟集成原则,从异构分布式外部和本地来源访问特定个人的数字数据。以数字医学领域的可视分析工具开发为例,展示了所述方法的应用。重点在于应用数据工厂概念开发个性化可视化分析服务的技术方面、异构数据源的语义整合手段及其适应性,不仅要适应异构结构化和非结构化数据源,还要适应各学科领域的语义内容。
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来源期刊
Scientific Visualization
Scientific Visualization Computer Science-Computer Vision and Pattern Recognition
CiteScore
1.30
自引率
0.00%
发文量
20
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