Knowledge Management (KM) asks for information-intensive services over large amount of data, modeling the intellectual capital of an organization. To combine the expressiveness of logic-based languages with efficient information processing, we adopt a Knowledge Compilation approach to the extraction of “Core Competence” of a given company, a typical KM problem. In particular, we translate into a relational database schema the full logical description formalized in a Knowledge Base (KB), modeling organizational intellectual capital according to the formalism of Description Logics (DLs). Core Competence extraction is consequently performed through standard-SQL queries, while retaining the expressiveness of the logical representation. The service has been embedded in a system for Human Resource Management, I.M.P.A.K.T., to show how Core Competence extraction performance significantly improves w.r.t. implementations exploiting DL reasoning engines.

Knowledge Compilation for Core Competence Extraction in Organizations / Colucci, S; Tinelli, E; Giannini, S; Di Sciascio, E; Donini, F. M.. - STAMPA. - 157:(2013), pp. 163-174. [10.1007/978-3-642-38366-3_14]

Knowledge Compilation for Core Competence Extraction in Organizations

Colucci, S;Giannini, S;Di Sciascio, E;Donini, F. M.
2013-01-01

Abstract

Knowledge Management (KM) asks for information-intensive services over large amount of data, modeling the intellectual capital of an organization. To combine the expressiveness of logic-based languages with efficient information processing, we adopt a Knowledge Compilation approach to the extraction of “Core Competence” of a given company, a typical KM problem. In particular, we translate into a relational database schema the full logical description formalized in a Knowledge Base (KB), modeling organizational intellectual capital according to the formalism of Description Logics (DLs). Core Competence extraction is consequently performed through standard-SQL queries, while retaining the expressiveness of the logical representation. The service has been embedded in a system for Human Resource Management, I.M.P.A.K.T., to show how Core Competence extraction performance significantly improves w.r.t. implementations exploiting DL reasoning engines.
2013
Business Information Systems 16th International Conference, BIS 2013, Poznań, Poland, June 19-21, 2013. Proceedings
978-3-642-38365-6
Springer
Knowledge Compilation for Core Competence Extraction in Organizations / Colucci, S; Tinelli, E; Giannini, S; Di Sciascio, E; Donini, F. M.. - STAMPA. - 157:(2013), pp. 163-174. [10.1007/978-3-642-38366-3_14]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11589/103861
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