Adaptation of Scientific Workflows by Means of Process-Oriented Case-Based Reasoning

Adaptation of Scientific Workflows by Means of Process-Oriented Case-Based Reasoning. Zeyen, C., Malburg, L., & Bergmann, R. In Bach, K. & Marling, C., editors, Case-Based Reasoning Research and Development: 27th International Conference, ICCBR 2019, Otzenhausen, Germany, September 8-12, 2019, Proceedings, of Lecture Notes in Artificial Intelligence, pages 388–403, 2019. Springer. The original publication is available at www.springerlink.com

Paper doi abstract bibtex 51 downloads

This paper investigates automatic adaptation of scientific workflows in process-oriented case-based reasoning with the goal of providing modeling assistance. With regard to our previous work on the adaptation of business workflows, we discuss the differences between the workflow types and the implications for transferring the approaches to scientific workflows. An experimental evaluation with RapidMiner workflows demonstrates that the approaches can significantly improve workflows towards a given query while mostly maintaining their executability and semantic correctness.

@inproceedings{zeyen_scientificWF_adaptation_2019,
	title        = {{Adaptation of Scientific Workflows by Means of Process-Oriented Case-Based Reasoning}},
	author       = {Zeyen, Christian and Malburg, Lukas and Bergmann, Ralph},
	year         = 2019,
	year         = 2019,
	booktitle    = {Case-{Based} {Reasoning} {Research} and {Development}: 27th {International} {Conference}, {ICCBR} 2019, {Otzenhausen}, {Germany}, {September} 8-12, 2019, {Proceedings}},
	publisher    = {Springer},
	series       = {Lecture {Notes} in {Artificial} {Intelligence}},
	pages        = {388--403},
	doi          = {10.1007/978-3-030-29249-2\_26},
	url          = {https://doi.org/10.1007/978-3-030-29249-2\_26},
	url          = {http://www.wi2.uni-trier.de/shared/publications/2019_ZeyenMalburgBergmann_ICCBR.pdf},
	note         = {The original publication is available at www.springerlink.com},
	editor       = {Kerstin Bach and Cindy Marling},
	keywords     = {{Process-Oriented Case-Based Reasoning, Workflow Adaptation, Scientific Workflows}},
	abstract     = {This paper investigates automatic adaptation of scientific workflows in process-oriented case-based reasoning with the goal of providing modeling assistance. With regard to our previous work on the adaptation of business workflows, we discuss the differences between the workflow types and the implications for transferring the approaches to scientific workflows. An experimental evaluation with RapidMiner workflows demonstrates that the approaches can significantly improve workflows towards a given query while mostly maintaining their executability and semantic correctness.},
	crossref     = {DBLP:conf/iccbr/2019}
}

Downloads: 51