A general characterization of Model-Based Diagnosis
| dc.contributor.author | Provan, Gregory | |
| dc.date.accessioned | 2017-03-13T12:16:54Z | |
| dc.date.available | 2017-03-13T12:16:54Z | |
| dc.date.issued | 2016-01 | |
| dc.date.updated | 2017-03-13T10:47:16Z | |
| dc.description.abstract | The Model-Based Diagnosis (MBD) framework developed by Reiter has been a strong theoretical foundation for MBD, yet is limited to models that are described in terms of logical sentences. We propose a more general framework that covers a wide range of modelling languages, ranging from AI-based languages (e.g., logic and Bayesian networks) to FDI-based languages (e.g., linear Gaussian models). We show that a graph-theoretic basis for decomposable system models can be augmented with several languages and corresponding inference algorithms based on valuation algebras. | en |
| dc.description.status | Not peer reviewed | en |
| dc.description.uri | http://www.ecai2016.org/ | en |
| dc.description.version | Published Version | en |
| dc.format.mimetype | application/pdf | en |
| dc.identifier.citation | Provan, G. (2016) 'A general characterization of Model-Based Diagnosis' (from proceedings of the Twenty-second European Conference on Artificial Intelligence (ECAI 2016),The Hague, The Netherlands, 29th August - 2nd September), Frontiers in Artificial Intelligence and Applications, 285, pp. 1565-1566. doi:10.3233/978-1-61499-672-9-1565 | en |
| dc.identifier.doi | 10.3233/978-1-61499-672-9-1565 | |
| dc.identifier.endpage | 1566 | en |
| dc.identifier.issn | 0922-6389 | |
| dc.identifier.journaltitle | Frontiers in Artificial Intelligence and Applications | en |
| dc.identifier.startpage | 1565 | en |
| dc.identifier.uri | https://hdl.handle.net/10468/3770 | |
| dc.identifier.volume | 285 | en |
| dc.language.iso | en | en |
| dc.publisher | IOS Press | en |
| dc.relation.ispartof | ECAI 2016: 22nd European Conference on Artificial Intelligence | |
| dc.relation.uri | http://www.ecai2016.org/ | |
| dc.rights | © 2016, the Authors and IOS Press. This article is published online with Open Access by IOS Press and distributed under the terms of the Creative Commons Attribution Non-Commercial License 4.0 (CC BY-NC 4.0) | en |
| dc.rights.uri | https://creativecommons.org/licenses/by-nc/4.0/ | en |
| dc.subject | MBD | en |
| dc.subject | AI | en |
| dc.subject | Logic | en |
| dc.subject | Bayesian | en |
| dc.subject | FDI | en |
| dc.title | A general characterization of Model-Based Diagnosis | en |
| dc.type | Conference item | en |
