Semantic templates for case-based reasoning systems
| dc.contributor.author | Recio García, Juan Antonio | |
| dc.contributor.author | Díaz Agudo, María Belén | |
| dc.contributor.author | González Calero, Pedro Antonio | |
| dc.date.accessioned | 2023-06-20T03:53:09Z | |
| dc.date.available | 2023-06-20T03:53:09Z | |
| dc.date.issued | 2009-09-18 | |
| dc.description | © 2009, Cambridge University Press | |
| dc.description.abstract | In this paper, we present an approach to solve the drawbacks of manual composition of software components. Our approach is applied within the jCOLIBRI framework for building case-based reasoning (CBR) applications. We propose a system design process based on reusing templates obtained from previously designed CBR systems. Templates store the control flow of the CBR applications and include semantic annotations conceptualizing its behavior and expertise. We use CBR ontology to formalize syntactical, semantical and pragmatical aspects of the reusable components of the framework. The ontology vocabulary facilitates an annotation process of the components and allows to reason about their composition, facilitating the semi-automatic configuration of complex systems from their composing pieces. | |
| dc.description.department | Depto. de Ingeniería de Software e Inteligencia Artificial (ISIA) | |
| dc.description.faculty | Fac. de Informática | |
| dc.description.refereed | TRUE | |
| dc.description.status | pub | |
| dc.eprint.id | https://eprints.ucm.es/id/eprint/30567 | |
| dc.identifier.doi | 10.1017/S0269888909990051 | |
| dc.identifier.issn | 0269-8889 | |
| dc.identifier.officialurl | http://journals.cambridge.org/action/displayFulltext?type=1&fid=6204852&jid=KER&volumeId=24&issueId=03&aid=6204844&newWindow=Y | |
| dc.identifier.relatedurl | http://journals.cambridge.org | |
| dc.identifier.uri | https://hdl.handle.net/20.500.14352/44615 | |
| dc.issue.number | 3 | |
| dc.journal.title | Knowledge engineering review | |
| dc.language.iso | eng | |
| dc.page.final | 264 | |
| dc.page.initial | 245 | |
| dc.publisher | Cambridge University Press | |
| dc.rights.accessRights | open access | |
| dc.subject.cdu | 004.8 | |
| dc.subject.keyword | E-commerce | |
| dc.subject.keyword | Reuse | |
| dc.subject.keyword | CBR | |
| dc.subject.ucm | Inteligencia artificial (Informática) | |
| dc.subject.unesco | 1203.04 Inteligencia Artificial | |
| dc.title | Semantic templates for case-based reasoning systems | |
| dc.type | journal article | |
| dc.volume.number | 24 | |
| dcterms.references | Aßmann, U., Zschaler, S. & Wagner, G. 2006. Ontologies, meta-models, and the model-driven paradigm. In Ontologies for Software Engineering and Software Technology, Calero, C., Ruiz, F. & Piattini, M. (eds). Springer, 249–273. Bergmann, R. 2002. Experience Management: Foundations, Development Methodology, and Internet-Based Applications. Springer-Verlag. Bridge, D., Göker, M., McGinty, L. & Smyth, B. 2006. Case-based recommender systems. The Knowledge Engineering Review 23(3), 315–320. Burke, R. 2002. Interactive critiquing for catalog navigation in e-commerce. The Knowledge Engineering Review 18, 245–267. Czarnecki, K. & Eisenecker, U. 2000. Generative Programming: Methods, Tools and Applications. Addison-Wesley. Deelman, E., Singh, G., Su, M., Blythe, J., Gil, Y., Kesselman, C., Mehta, G., Vahi, K., Berriman, G. B., Good, J., Laity, A., Jacob, J. C. & Katz, D. S. 2005. Pegasus: a framework for mapping complex scientific workflows onto distributed systems. Scientific Programming Journal 13(3), 219–237. Díaz-Agudo, B. & González-Calero, P. A. 2002. CBROnto: a task/method ontology for CBR. In Proceedings of the 15th International FLAIRS’02 Conference (Special Track on CBR). AAAI Press, 101–106. Díaz-Agudo, B., González-Calero, P. A., Recio-García, J. A. & Sánchez-Ruiz-Granados, A. 2007. Building CBR systems with jCOLIBRI. Journal of Science of Computer Programming 69, 68–75. Fernández-Chamizo, C., González-Calero, P. A., Gómez-Albarraán, M. & Hernaández-Yáñez, L. 1996. Supporting object reuse through case-based reasoning. In Advances in Case-Based-Reasoning (EWCBR96), Lecture Notes in Artificial Intelligence, 1168, 135–149. Springer. Frakes, W. B. & Kang, K. 2005. Software reuse research: status and future. IEEE Transactions on Software Engineering 31(7), 529–536. Gil, Y., González-Calero, P. A. & Deelman, E. 2007. On the black art of designing computational workflows. In Proceedings of the 2nd Workshop on Workflows in Support of Large-Scale Science. WORKS ’07. ACMNew York, NY, 53–62. Goderis, A., Sattler, U. & Goble, C. A. 2005. Applying description logics for workflow reuse and repurposing. In Proceedings of Description Logics 2005. Edinburgh, Scotland, UK. Goderis, A., Li, P. & Goble, C. A. 2006. Workflow discovery: the problem, a case study from e-science and a graph-based solution. In Proceedings of the International Conference on Web Services 2006. IEEE Computer Society, 312–319. Gupta, A. & Nishimura, N. 1996. The complexity of subgraph isomorphism for classes of partial k-trees. Theoretical Computer Science 164(1–2), 287–298. Hammond, K. J., Burke, R. & Schmitt, K. 1996. A case-based approach to knowledge navigation. In Case-Based Reasoning: Experiences, Lessons, and Future Directions, Leake, D. B. (ed.). 125-136, AAAI Press. Johnson, R. E. & Foote, B. 1988. Designing reusable classes. Journal of Object-Oriented Programming 1(5), 22–35. Kang, K. C., Lee, J. & Donohoe, P. 2002. Feature-oriented product line engineering. IEEE Software 9, 58–65. Kolodner, J. L. 1993. Case-Based Reasoning. Morgan Kaufmann. Leake, D. B. 1996. Case-Based Reasoning: Experiences, Lessons, and Future Directions. AAAI Press. McSherry, D. 2002. Recommendation engineering. In Proceedings of the 15th European Conference on Artificial Intelligence, van Harmelen, F. (ed.). 86–90. IOS Press. Oinn, T., Greenwood, M., Addis, M., Alpdemir, M. N., Ferris, J., Glover, K., Goble, C., Goderis, A., Hull,D., Marvin, D., Li, P., Lord, P., Pocock, M. R., Senger, M., Stevens, R., Wipat, A. & Wroe, C. 2006. Taverna: lessons in creating a workflow environment for the life sciences. Concurrency and Computation: Practice and Experience 18(10), 1067–1100. Recio-García, J. A., Sánchez, A., Díaz-Agudo, B. & González-Calero, P. A. 2006. Lessons learnt in the development of a CBR framework. In Proceedings of the 11th UK Workshop on Case-Based Reasoning. CMS Press, University of Greenwich. Recio-García, J. A., Díaz-Agudo, B., Bridge, D. & González-Calero, P. A. 2007. Semantic templates for designing recommender systems. In Proceedings of the 12th UK Workshop on Case-Based Reasoning. CMS Press, University of Greenwich. Recio-García, J. A., Bridge, B., Díaz-Agudo, D. & González-Calero, P. A. 2008. CBR for CBR: a casebased template recommender system. In Advances in Case-Based Reasoning, 9th European Conference, ECCBR 2008, Althoff, K.-D. & Bergmann, R. (eds). Lecture Notes in Computer Science 5239, 459–473. Springer. Shimazu, H. 2002. ExpertClerk: a conversational case-based reasoning tool for developing salesclerk agents in e-commerce webshops. Artificial Intelligence Review 18(3–4), 223–244. Smyth, B. 2007. Case-based recommendation. In The Adaptive Web, Brusilovsky, P., Kobsa, A. & Nejdl, W. (eds). Lecture Notes in Computer Science 4321, 342–376. Springer. Smyth, B. & Cotter, P. 1999. Surfing the digital wave: generating personalised TV listings using collaborative, case-based recommendation. In Proceedings of the 3rd International Conference on Case-Based Reasoning, Althoff, K. D., Bergmann, R. & Branting, L. K. (eds). Springer, 561–571. Sugumaran, V., Park, S. & Kang, K. C. 2006. Software product line engineering. Communications of the ACM 49(12), 28–32. Wang, H. H., Li, Y. F., Sunc, J., Zhang, H. & Pan, J. 2007. Verifying feature models using OWL. Web Semantics: Science, Services and Agents on the World Wide Web 5, 117–129. Wilke, W., Lenz, M. & Wess, S. 1998. Intelligent Sales Support with CBR Case-Based Reasoning Technology, From Foundations to Applications. Springer-Verlag, 91–114. Wroe, C., Goble, C., Goderis, A., Lord, P., Miles, S., Papay, J., Alper, P. & Moreau, L. 2007. Recycling workflows and services through discovery and reuse. Concurrency and Computation: Practice and Experience 19(2), 181–194. | |
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