کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
424636 685612 2013 13 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Automated data provenance capture in spreadsheets, with case studies
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نظریه محاسباتی و ریاضیات
پیش نمایش صفحه اول مقاله
Automated data provenance capture in spreadsheets, with case studies
چکیده انگلیسی


• We created an automated, in situ approach for capturing provenance in spreadsheets.
• We implemented an Excel Provenance Add-in with functions accessible via a ribbon menu.
• Our tool generates understandable provenance logs and visualizations.
• Our case studies suggest that our approach is efficient and beneficial to researchers.

One of the most important tasks in eScience is capturing the provenance of data. While scientists frequently use off-the-shelf analysis tools to process and manipulate data, current provenance techniques such as those based on scientific workflows are typically not able to trace internal data manipulations that occur within these tools. In this paper, we focus on one such off-the-shelf tool, MS Excel, which is used by many scientists; specifically, we propose InSituTrac, an automated in situ provenance approach for spreadsheet data in Excel. Our framework captures data provenance unobtrusively in the background, allows for user annotations, provides undo/redo functionality at various levels of granularity, presents the captured provenance in an accessible format, and visualizes captured provenance to support analysis of the provenance log. We highlight several motivating use case scenarios which show how provenance queries can be answered by our approach. Finally, case studies with an atmospheric science research group and a fisheries research group suggest that the automated provenance approach is both efficient and useful to scientists.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Future Generation Computer Systems - Volume 29, Issue 8, October 2013, Pages 2169–2181
نویسندگان
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