Abstract
The paper discusses the problem of distributed knowledge acquisition for the construction of complete and consistent knowledge bases in integrated expert systems via the sharing of knowledge sources of different topologies (the focused in this work databases as electronic media, experts and problem-oriented texts). The work is focused on models and methods of distributed knowledge acquisition from databases as additional knowledge sources and automation of the process by using an intelligent program environment. Special typical design procedure, called “Distributed knowledge acquisition” is reviewed, which provides synchronization ofdistributed knowledge acquisition processes. This procedure uses the technological knowledge base of the intelligent planner of the AT-TECHNOLOGY workbench and special program tools.
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References
Rybina, G.V.: Theory and Technology of Construction of Integrated Expert Systems. Nauchtekhlitizdat, Moscow (2008) (in Russian)
Lyugger, D.F.: Artificial Intellect: Strategies and Methods for Solving Complex Problems. Williams, Moscow (2003) (in Russian)
Osipov, G.S.: Artificial intelligence methods. Fizmatlit Publishing House, Moscow (2011) (in Russian)
Chastikov, A.P., Gavrilova, T.A., Belov, D.L.: Expert System Development. The CLIPS Environment. BHV Publishing, St. Petersburg (2003) (in Russian)
Rybina, G.V.: Fundamentals of Intellectual System Construction. Finansy i Statistika, Moscow (2010) (in Russian)
Podlipskii, O.K.: Construction of Knowledge Bases by Expert Group. Komp. Issled. Modelir. 2(1) (2010) (in Russian)
Kobrinskii, B.A.: Extraction of Expert Knowledge: Group Varian. Novosti Iskusstv. Intell. 3 (2004) (in Russian)
Mendonça, D., Kelton, K., Rush, R., Wallace, W.: Acquiring and Assessing Knowledge from Multiple Experts Using Graphical Representations. Knowledge Based Systems Techniques and Applications 1, 293–326 (2000)
Dieng, R., Giboin, A., Tourtier, P., Corby, O.: Knowledge Acquisition for Explainable, MultiExpert, Knowledge Based Design Systems. In: European Knowledge Acquisition Workshop (1992)
Feldman, D., Hirsh, M.: Mining Associations in Text in the Presence of Background Knowledge. In: 2nd Internation Conference on Knowledge Discovery, pp. 343–346 (1996)
Finn, V.K.: About Intelligent Analysis of Data. Artificial Intelligence News 3 (2004)
Khoroshevskii, V.F.: Treatment of Natural-Lingual Texts: from Language Understanding Models to Knowledge Extraction Technologies. Artificial Intelligence News 6 (2002)
Rybina, G.V.: Problem-oriented methodology and practical applications for Integrated Expert System construction (a review of applications in static and dynamic problems). Instruments and Systems: Monitoring, Control, and Diagnostics 12 (2011)
Rybina, G.V.: Combined knowledge acquisition method for knowledge base construction for integrated expert systems. Instruments and Systems: Monitoring, Control, and Diagnostics 8 (2011)
Rybina, G.V., Deineko, A.O.: Distributed knowledge acquisition for automated integrated expert system construction. Artificial Intelligence and Decision Making 4 (2010)
Quinlan, J.R.: Induction of Decision Trees. Machine Learn. Journal 1, 81–106 (1986)
Sreerama, K., Kasif, S., Salzberg, S.: A System for Induction of Oblique Decision Trees. J. Artif. Intell. Res. (JAIR) 2, 1–32 (1994)
Breiman, L., Fiedman, J., Olshen, R., Stone, C.J.: Classification and Regression Trees. Wadsworth Int. Group, Belmont (1984)
Zagoruiko, N.G.: Applied Methods for Data and Knowledge Analysis. Inst. Matem., Novosibirsk (1999) (in Russian)
Rybina, G.V., Deineko, A.O.: About one approach for merging IF/THEN rules acquired from different knowledge sources. Artificial Intelligence and Decision Making 4 (2011)
Rybina, G.V.: Intelligent tutoring systems based on integrated expert systems: Development and usage experience. Information Measuring and Control 10 (2011)
Rybina, G.V., Blohin, Y.M., Ivashenko, M.G.: Some aspects of the intelligent technology for tutoring construction of integrated expert systems. Instruments and Systems: Monitoring, Control and Diagnostics 4 (2013)
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Rybina, G.V., Blokhin, Y.M. (2014). Distributed Knowledge Acquisition Control with Use of the Intelligent Program Environment of the AT-TECHNOLOGY Workbench. In: Klinov, P., Mouromtsev, D. (eds) Knowledge Engineering and the Semantic Web. KESW 2014. Communications in Computer and Information Science, vol 468. Springer, Cham. https://doi.org/10.1007/978-3-319-11716-4_13
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DOI: https://doi.org/10.1007/978-3-319-11716-4_13
Publisher Name: Springer, Cham
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