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arXiv 1801.05076cs.HC
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分析来源数据集:人类分析活动和交互的数据仓库

Analytic Provenance Datasets: A Data Repository of Human Analysis Activity and Interaction Logs

Sina Mohseni, Andrew Pachuilo, Ehsanul Haque Nirjhar, Rhema Linder, Alyssa Pena, Eric D. Ragan

摘要:

我们提出了一个分析出处数据存储库,可用于研究人类的分析活动,思维过程,和软件交互与可视化分析工具在探索性数据分析。我们进行了一系列用户研究,涉及文本和网络安全数据的探索性数据分析场景。互动日志,think-alouds,视频和本研究中的所有编码数据均可在线获取,以供研究之用。根据研究期间捕获的用户声音、视频和音频,将分析会话分为多个子任务步骤。这些分析出处数据集可用于研究涉及分析交互日志和分析历史的工具和技术。通过提供高质量的编码数据以及交互日志,可以将算法数据处理技术与分析历史的地面实况记录进行比较。

英文摘要:

We present an analytic provenance data repository that can be used to study human analysis activity, thought processes, and software interaction with visual analysis tools during exploratory data analysis. We conducted a series of user studies involving exploratory data analysis scenario with textual and cyber security data. Interactions logs, think-alouds, videos and all coded data in this study are available online for research purposes. Analysis sessions are segmented in multiple sub-task steps based on user think-alouds, video and audios captured during the studies. These analytic provenance datasets can be used for research involving tools and techniques for analyzing interaction logs and analysis history. By providing high-quality coded data along with interaction logs, it is possible to compare algorithmic data processing techniques to the ground-truth records of analysis history.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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