Title | ||
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On specifying and sharing scientific workflow optimization results using research objects |
Abstract | ||
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Reusing and repurposing scientific workflows for novel scientific experiments is nowadays facilitated by workflow repositories. Such repositories allow scientists to find existing workflows and re-execute them. However, workflow input parameters often need to be adjusted to the research problem at hand. Adapting these parameters may become a daunting task due to the infinite combinations of their values in a wide range of applications. Thus, a scientist may preferably use an automated optimization mechanism to adjust the workflow set-up and improve the result. Currently, automated optimizations must be started from scratch as optimization meta-data are not stored together with workflow provenance data. This important meta-data is lost and can neither be reused nor assessed by other researchers. In this paper we present a novel approach to capture optimization meta-data by extending the Research Object model and reusing the W3C standards. We validate our proposal through a real-world use case taken from the biodivertsity domain, and discuss the exploitation of our solution in the context of existing e-Science infrastructures. |
Year | DOI | Venue |
---|---|---|
2013 | 10.1145/2534248.2534251 | WORKS@SC |
Keywords | Field | DocType |
workflow input parameter,research object,workflow set-up,scientific workflow optimization result,optimization meta-data,important meta-data,automated optimization mechanism,workflow provenance data,novel scientific experiment,workflow repository,novel approach,automated optimizations,ontology,optimization | Ontology,Workflow technology,Repurposing,Computer science,Web standards,Windows Workflow Foundation,Workflow engine,Workflow management system,Workflow,Database | Conference |
Citations | PageRank | References |
2 | 0.38 | 9 |
Authors | ||
7 |
Name | Order | Citations | PageRank |
---|---|---|---|
Sonja Holl | 1 | 60 | 5.88 |
Daniel Garijo | 2 | 244 | 30.87 |
Khalid Belhajjame | 3 | 882 | 65.03 |
Olav Zimmermann | 4 | 31 | 4.88 |
Renato Giovanni | 5 | 48 | 5.35 |
Matthias Obst | 6 | 2 | 0.38 |
Carole Goble | 7 | 7252 | 788.90 |