Retrieving Adaptable Cases in Process-Oriented Case-Based Reasoning. Bergmann, R.; Müller, G.; Zeyen, C.; and Manderscheid, J. In Markov, Z. and Russel, I., editors, Proceedings of the Twenty-Ninth International Florida Artificial Intelligence Research Society Conference, pages 419–424, Key Largo, Florida, USA, 2016. AAAI Press.
Retrieving Adaptable Cases in Process-Oriented Case-Based Reasoning [pdf]Paper  abstract   bibtex   3 downloads  
This paper presents a novel approach to retrieval in process-oriented case-based reasoning (POCBR) which considers the adaptability of workflows cases during the retrieval phase. A novel concept of adaptability in POCBR is proposed, which assesses the potential similarity increase of a case which can be gained by adaptation. The adaptability of a case is learned from the case base in an off-line pre-processing phase prior to the retrieval. The proposed approach is generic as it can be used in combination with different adaptation methods. An empirical evaluation in the domain of cooking workflows demonstrates the benefit of the approach.
@inproceedings{bergmann_retrieving_2016,
	address = {Key Largo, Florida, USA},
	title = {Retrieving {Adaptable} {Cases} in {Process}-{Oriented} {Case}-{Based} {Reasoning}},
	url = {http://www.wi2.uni-trier.de/publications/2016_Bergmann_Flairs.pdf},
	abstract = {This paper presents a novel approach to retrieval in
process-oriented case-based reasoning (POCBR) which
considers the adaptability of workflows cases during
the retrieval phase. A novel concept of adaptability in
POCBR is proposed, which assesses the potential similarity
increase of a case which can be gained by adaptation.
The adaptability of a case is learned from the case
base in an off-line pre-processing phase prior to the retrieval.
The proposed approach is generic as it can be
used in combination with different adaptation methods.
An empirical evaluation in the domain of cooking workflows
demonstrates the benefit of the approach.},
	booktitle = {Proceedings of the {Twenty}-{Ninth} {International} {Florida} {Artificial} {Intelligence} {Research} {Society} {Conference}},
	publisher = {AAAI Press},
	author = {Bergmann, Ralph and M{\"u}ller, Gilbert and Zeyen, Christian and Manderscheid, Jens},
	editor = {Markov, Zdravko and Russel, Ingrid},
	year = {2016},
	pages = {419--424}
}
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