On the Transferability of Process-oriented Cases. Minor, M., Bergmann, R., Müller, J., & Spät, A. In Goel, A. K., Diaz-Agudo, B., & Roth-Berghofer, T., editors, Case-Based Reasoning Research and Development - 24nd International Conference, ICCBR 2016, Atlanta, USA. Proceedings, volume 9969, of Lecture Notes in Artificial Intelligence, pages 281–294, 2016. Springer. The original publication is available at www.springerlink.com
Paper abstract bibtex 9 downloads The paper studies the feasibility of using transfer learning for process-oriented case-based reasoning. The work introduces a novel approach to transfer work ow cases from a loosely related source domain to a target domain. The idea is to develop a representation mapper based on work ow generalization, work ow abstraction, and structural analogy in vocabulary. The approach is illustrated by a pair of sample domains on two sub-?elds of customer relationship management, which have similar process objectives but di?erent tasks and data to ful?ll them. An experiment with expert ratings of transferred cases is conducted to test the feasibility of the approach with promising results for work ow modelling support.
@inproceedings{minor_transferability_2016,
title = {On the {Transferability} of {Process}-oriented {Cases}},
author = {Minor, Mirjam and Bergmann, Ralph and M{\"u}ller, Jan-Martin and Sp{\"a}t, Alexander},
year = 2016,
booktitle = {Case-{Based} {Reasoning} {Research} and {Development} - 24nd {International} {Conference}, {ICCBR} 2016, {Atlanta}, {USA}. {Proceedings}},
publisher = {Springer},
series = {Lecture {Notes} in {Artificial} {Intelligence}},
volume = 9969,
pages = {281--294},
url = {http://www.wi2.uni-trier.de/publications/2016_MinorBergmann_ICCBR.pdf},
note = {The original publication is available at www.springerlink.com},
abstract = {The paper studies the feasibility of using transfer learning for process-oriented case-based reasoning. The work introduces a novel approach to transfer work ow cases from a loosely related source domain to a target domain. The idea is to develop a representation mapper based on work ow generalization, work ow abstraction, and structural analogy in vocabulary. The approach is illustrated by a pair of sample domains on two sub-?elds of customer relationship management, which have similar process objectives but di?erent tasks and data to ful?ll them. An experiment with expert ratings of transferred cases is conducted to test the feasibility of the approach with promising results for work ow modelling support.},
editor = {Goel, Ashok K. and Diaz-Agudo, Belen and Roth-Berghofer, Thomas}
}
Downloads: 9
{"_id":"MCWJ99NDveWDZ4T9Z","bibbaseid":"minor-bergmann-mller-spt-onthetransferabilityofprocessorientedcases-2016","downloads":9,"creationDate":"2016-08-02T12:06:46.778Z","title":"On the Transferability of Process-oriented Cases","author_short":["Minor, M.","Bergmann, R.","Müller, J.","Spät, A."],"year":2016,"bibtype":"inproceedings","biburl":"https://web.wi2.uni-trier.de/publications/WI2Publikationen.bib","bibdata":{"bibtype":"inproceedings","type":"inproceedings","title":"On the Transferability of Process-oriented Cases","author":[{"propositions":[],"lastnames":["Minor"],"firstnames":["Mirjam"],"suffixes":[]},{"propositions":[],"lastnames":["Bergmann"],"firstnames":["Ralph"],"suffixes":[]},{"propositions":[],"lastnames":["Müller"],"firstnames":["Jan-Martin"],"suffixes":[]},{"propositions":[],"lastnames":["Spät"],"firstnames":["Alexander"],"suffixes":[]}],"year":"2016","booktitle":"Case-Based Reasoning Research and Development - 24nd International Conference, ICCBR 2016, Atlanta, USA. Proceedings","publisher":"Springer","series":"Lecture Notes in Artificial Intelligence","volume":"9969","pages":"281–294","url":"http://www.wi2.uni-trier.de/publications/2016_MinorBergmann_ICCBR.pdf","note":"The original publication is available at www.springerlink.com","abstract":"The paper studies the feasibility of using transfer learning for process-oriented case-based reasoning. The work introduces a novel approach to transfer work ow cases from a loosely related source domain to a target domain. The idea is to develop a representation mapper based on work ow generalization, work ow abstraction, and structural analogy in vocabulary. The approach is illustrated by a pair of sample domains on two sub-?elds of customer relationship management, which have similar process objectives but di?erent tasks and data to ful?ll them. An experiment with expert ratings of transferred cases is conducted to test the feasibility of the approach with promising results for work ow modelling support.","editor":[{"propositions":[],"lastnames":["Goel"],"firstnames":["Ashok","K."],"suffixes":[]},{"propositions":[],"lastnames":["Diaz-Agudo"],"firstnames":["Belen"],"suffixes":[]},{"propositions":[],"lastnames":["Roth-Berghofer"],"firstnames":["Thomas"],"suffixes":[]}],"bibtex":"@inproceedings{minor_transferability_2016,\n\ttitle = {On the {Transferability} of {Process}-oriented {Cases}},\n\tauthor = {Minor, Mirjam and Bergmann, Ralph and M{\\\"u}ller, Jan-Martin and Sp{\\\"a}t, Alexander},\n\tyear = 2016,\n\tbooktitle = {Case-{Based} {Reasoning} {Research} and {Development} - 24nd {International} {Conference}, {ICCBR} 2016, {Atlanta}, {USA}. {Proceedings}},\n\tpublisher = {Springer},\n\tseries = {Lecture {Notes} in {Artificial} {Intelligence}},\n\tvolume = 9969,\n\tpages = {281--294},\n\turl = {http://www.wi2.uni-trier.de/publications/2016_MinorBergmann_ICCBR.pdf},\n\tnote = {The original publication is available at www.springerlink.com},\n\tabstract = {The paper studies the feasibility of using transfer learning for process-oriented case-based reasoning. The work introduces a novel approach to transfer work ow cases from a loosely related source domain to a target domain. The idea is to develop a representation mapper based on work ow generalization, work ow abstraction, and structural analogy in vocabulary. The approach is illustrated by a pair of sample domains on two sub-?elds of customer relationship management, which have similar process objectives but di?erent tasks and data to ful?ll them. An experiment with expert ratings of transferred cases is conducted to test the feasibility of the approach with promising results for work ow modelling support.},\n\teditor = {Goel, Ashok K. and Diaz-Agudo, Belen and Roth-Berghofer, Thomas}\n}\n","author_short":["Minor, M.","Bergmann, R.","Müller, J.","Spät, A."],"editor_short":["Goel, A. K.","Diaz-Agudo, B.","Roth-Berghofer, T."],"key":"minor_transferability_2016","id":"minor_transferability_2016","bibbaseid":"minor-bergmann-mller-spt-onthetransferabilityofprocessorientedcases-2016","role":"author","urls":{"Paper":"http://www.wi2.uni-trier.de/publications/2016_MinorBergmann_ICCBR.pdf"},"metadata":{"authorlinks":{"bergmann, r":"https://bibbase.org/show?bib=www.wi2.uni-trier.de/publications/WI2Publikationen.bib&group0=year&css=www.wi2.uni-trier.de/publications/WI2.css&filter=authors:Bergmann","minor, m":"https://bibbase.org/show?bib=http://www.wi.cs.uni-frankfurt.de/webdav/EigenePublikationen.bib&groupby=year"}},"downloads":9},"search_terms":["transferability","process","oriented","cases","minor","bergmann","müller","spät"],"keywords":[],"authorIDs":["3FKNrvYDeY7gXnjbC","8XBqgJQY3hRWMq3rJ"],"dataSources":["Z7YGLzxYzPKQnmuuC","CnwPa99ZchEF4SZgh","iNv56zhEuisshBrwZ","vtdjwAo6eNiqRLfnG","HPSXnFwLpXtbkmbx7","nZxfXH3fRFhwWejKL","MSp3DzP4ToPojqkFy"]}