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DILS
2006
Springer

Towards a Model of Provenance and User Views in Scientific Workflows

13 years 8 months ago
Towards a Model of Provenance and User Views in Scientific Workflows
Scientific experiments are becoming increasingly large and complex, with a commensurate increase in the amount and complexity of data generated. Data, both intermediate and final results, is derived by chaining and nesting together multiple database searches and analytical tools. In many cases, the means by which the data are produced is not known, making the data difficult to interpret and the experiment impossible to reproduce. Provenance in scientific workflows is thus of paramount importance. In this paper, we provide a formal model of provenance for scientific workflows which is general (i.e. can be used with existing workflow systems, such as Kepler, myGrid and Chimera) and sufficiently expressive to answer the provenance queries we encountered in a number of case studies. Interestingly, our model not only takes into account the chained and nested structure of scientific workflows, but allows asks for provenance rent levels of abstraction (user views).
Shirley Cohen, Sarah Cohen Boulakia, Susan B. Davi
Added 22 Aug 2010
Updated 22 Aug 2010
Type Conference
Year 2006
Where DILS
Authors Shirley Cohen, Sarah Cohen Boulakia, Susan B. Davidson
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