A formalism and method for representing and reasoning with process models authored by subject matter experts


Autoria(s): Gómez-Pérez, José Manuel; Erdmann, M.; Greaves, M.; Corcho, Oscar
Data(s)

01/09/2013

Resumo

Enabling Subject Matter Experts (SMEs) to formulate knowledge without the intervention of Knowledge Engineers (KEs) requires providing SMEs with methods and tools that abstract the underlying knowledge representation and allow them to focus on modeling activities. Bridging the gap between SME-authored models and their representation is challenging, especially in the case of complex knowledge types like processes, where aspects like frame management, data, and control flow need to be addressed. In this paper, we describe how SME-authored process models can be provided with an operational semantics and grounded in a knowledge representation language like F-logic in order to support process-related reasoning. The main results of this work include a formalism for process representation and a mechanism for automatically translating process diagrams into executable code following such formalism. From all the process models authored by SMEs during evaluation 82% were well-formed, all of which executed correctly. Additionally, the two optimizations applied to the code generation mechanism produced a performance improvement at reasoning time of 25% and 30% with respect to the base case, respectively.

Formato

application/pdf

Identificador

http://oa.upm.es/26710/

Idioma(s)

eng

Publicador

Facultad de Informática (UPM)

Relação

http://oa.upm.es/26710/1/26710CORCHO_MEM_INVES.pdf.pdf

http://www.computer.org/portal/web/search/simple

info:eu-repo/semantics/altIdentifier/doi/10.1109/TKDE.2012.127

Direitos

http://creativecommons.org/licenses/by-nc-nd/3.0/es/

info:eu-repo/semantics/openAccess

Fonte

IEEE Transactions on Knowledge And Data Engineering, ISSN 1041-4347, 2013-09, Vol. 25, No. 9

Palavras-Chave #Informática
Tipo

info:eu-repo/semantics/article

Artículo

PeerReviewed