A Knowledge Management and Decision Support Model for Enterprises

We propose a novel knowledge management system (KMS) for enterprises. Our system exploits two different approaches for knowledge representation and reasoning: a document-based approach based on data-driven creation of a semantic space and an ontology-based model. Furthermore, we provide an expert system capable of supporting the enterprise decisional processes and a semantic engine which performs intelligent search on the enterprise knowledge bases. The decision support process exploits the Bayesian networks model to improve business planning process when performed under uncertainty.

[1]  Shao-Zhong Zhang,et al.  Construction and application of Bayesian networks in flood decision supporting system , 2002, Proceedings. International Conference on Machine Learning and Cybernetics.

[2]  David Heckerman,et al.  A Tutorial on Learning with Bayesian Networks , 1998, Learning in Graphical Models.

[3]  Daricha Sutivong,et al.  Software Project Management Using Decision Networks , 2006, Sixth International Conference on Intelligent Systems Design and Applications.

[4]  Michael P. Wellman,et al.  Real-world applications of Bayesian networks , 1995, CACM.

[5]  David Heckerman,et al.  Bayesian Networks for Data Mining , 2004, Data Mining and Knowledge Discovery.

[6]  Daniel E. O'Leary,et al.  Enterprise Knowledge Management , 1998, Computer.

[7]  Steffen Staab,et al.  Knowledge Processes and Ontologies , 2001, IEEE Intell. Syst..

[8]  野中 郁次郎,et al.  The Knowledge-Creating Company: How , 1995 .

[9]  Giovanni Pilato,et al.  A sub-symbolic approach to word modelling for domain specific speech recognition , 2005, Seventh International Workshop on Computer Architecture for Machine Perception (CAMP'05).

[10]  Ernest Friedman Hill,et al.  Jess in Action: Java Rule-Based Systems , 2003 .

[11]  Maya Daneva,et al.  Knowledge-based decision support system for competitive software audit , 1995, 1995 IEEE International Conference on Systems, Man and Cybernetics. Intelligent Systems for the 21st Century.

[12]  Andreas Dengel,et al.  ANASTASIL: A Hybrid Knowledge-Based System for Document Layout Analysis , 1989, IJCAI.

[13]  Magnus Sahlgren,et al.  The Word-Space Model: using distributional analysis to represent syntagmatic and paradigmatic relations between words in high-dimensional vector spaces , 2006 .

[14]  Peter D. Karp,et al.  OKBC: A Programmatic Foundation for Knowledge Base Interoperability , 1998, AAAI/IAAI.

[15]  Daniel E. O'Leary,et al.  A multilingual knowledge management system: A case study of FAO and WAICENT , 2008, Decis. Support Syst..

[16]  W. Lowe,et al.  Towards a Theory of Semantic Space , 2001 .

[17]  I. Nonaka,et al.  How Japanese Companies Create the Dynamics of Innovation , 1995 .

[18]  Marvin Minsky,et al.  A framework for representing knowledge , 1974 .

[19]  T. Davenport,et al.  Building Successful Knowledge Management Projects , 1997 .

[20]  Katharina Probst,et al.  Retrieval and Ranking of Semantic Entities for Enterprise Knowledge Management Tasks , 2009 .

[21]  Patrizia Ribino,et al.  A Knowledge Management System Based on Ontologies , 2009, 2009 International Conference on New Trends in Information and Service Science.

[22]  I. Nonaka.  A Dynamic Theory of Organizational Knowledge Creation , 1994 .

[23]  Kalina Bontcheva,et al.  Ontology-Based Information Extraction for Business Intelligence , 2007, ISWC/ASWC.

[24]  Susan T. Dumais,et al.  The latent semantic analysis theory of knowledge , 1997 .

[25]  Dorothy E. Leidner,et al.  Review: Knowledge Management and Knowledge Management Systems: Conceptual Foundations and Research Issues , 2001, MIS Q..

[26]  Hong-Bae Jun,et al.  Ontology mapping-based search with multidimensional similarity and Bayesian network , 2010 .

[27]  William Marsh,et al.  Making resource decisions for software projects , 2004, Proceedings. 26th International Conference on Software Engineering.

[28]  Liping Sui.  Decision support systems based on knowledge management , 2005, Proceedings of ICSSSM '05. 2005 International Conference on Services Systems and Services Management, 2005..

[29]  Sargur N. Srihari,et al.  Using domain knowledge to derive the logical structure of documents , 1996, Electronic Imaging.

[30]  Nicola Guarino,et al.  Formal Ontology in Information Systems , 1998 .