VisTrails: visualization meets data management

Steven P. Callahan, J. Freire, E. Santos, C. Scheidegger, Cláudio T. Silva, H. Vo
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引用次数: 553

Abstract

Scientists are now faced with an incredible volume of data to analyze. To successfully analyze and validate various hypothesis, it is necessary to pose several queries, correlate disparate data, and create insightful visualizations of both the simulated processes and observed phenomena. Often, insight comes from comparing the results of multiple visualizations. Unfortunately, today this process is far from interactive and contains many error-prone and time-consuming tasks. As a result, the generation and maintenance of visualizations is a major bottleneck in the scientific process, hindering both the ability to mine scientific data and the actual use of the data. The VisTrails system represents our initial attempt to improve the scientific discovery process and reduce the time to insight. In VisTrails, we address the problem of visualization from a data management perspective: VisTrails manages the data and metadata of a visualization product. In this demonstration, we show the power and flexibility of our system by presenting actual scenarios in which scientific visualization is used and showing how our system improves usability, enables reproducibility, and greatly reduces the time required to create scientific visualizations.
VisTrails:可视化满足数据管理
科学家们现在面临着海量的数据需要分析。为了成功地分析和验证各种假设,有必要提出几个查询,关联不同的数据,并创建模拟过程和观察到的现象的深刻可视化。通常,洞察力来自于比较多个可视化的结果。不幸的是,今天这个过程远非交互式的,并且包含许多容易出错和耗时的任务。因此,可视化的生成和维护是科学过程中的一个主要瓶颈,既阻碍了科学数据的挖掘能力,也阻碍了数据的实际使用。VisTrails系统代表了我们改进科学发现过程和减少洞察时间的初步尝试。在VisTrails中,我们从数据管理的角度解决了可视化问题:VisTrails管理可视化产品的数据和元数据。在这个演示中,我们通过展示使用科学可视化的实际场景来展示我们系统的功能和灵活性,并展示我们的系统如何提高可用性,支持再现性,并大大减少创建科学可视化所需的时间。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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