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Improving Comprehension Efficiency of High Content Screening Data Through Interactive Visualizations

机译:通过交互式可视化提高高内容筛选数据的理解效率

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摘要

In this study, an experiment is conducted to measure the performance in speed and accuracy of interactive visualizations. A platform for interactive data visualizations was implemented using Django, D3, and Angular. Using this platform, a questionnaire was designed to measure a difference in performance between interactive and noninteractive data visualizations. In this questionnaire consisting of 12 questions, participants were given tasks in which they had to identify trends or patterns. Other tasks were directed at comparing and selecting algorithms with a certain outcome based on visualizations. All tasks were performed on high content screening data sets with the help of visualizations. The difference in time to carry out tasks and accuracy of performance was measured between a group viewing interactive visualizations and a group viewing noninteractive visualizations. The study shows a significant advantage in time and accuracy in the group that used interactive visualizations over the group that used noninteractive visualizations. In tasks comparing results of different algorithms, a significant decrease in time was observed in using interactive visualizations over noninteractive visualizations.
机译:在这项研究中,进行了一个实验,以测量交互式可视化的速度和准确性的性能。使用Django,D3和Angular实现了一个用于交互式数据可视化的平台。使用此平台,调查问卷旨在衡量交互式和非交互式数据可视化之间的性能差异。在此调查问卷中,由12个问题组成,参与者获得了任务,其中他们必须确定趋势或模式。其他任务是在比较和选择基于可视化的某个结果的算法。在可视化的帮助下,在高内容筛选数据集上执行所有任务。在查看交互式可视化和观看非交互式可视化的组之间测量执行任务和性能准确性的时间差异。该研究表明了在使用非交互式可视化的组上使用交互式可视化的组中的显着优势和准确性。在任务中,比较不同算法的结果,在使用非交互式可视化的交互式可视化时观察到显着降低。

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