Abstract
A class of knowledge-based pattern recognition problems with relational and logical knowledge representation is formulated. In the first part, the learning algorithm consisting in using the learning sequence for astep-by-step evaluation, and updating of the knowledge is described. In the second part, the application of so-called uncertain variables and certainty distributions given by an expert is presented for an independent recognition problem and for recognition in a simple decision-making system. Simple examples and the results of simulations illustrating the general methods are included.
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References
Bubnicki Z (1998) Learning processes and logic-algebraic methods in knowledge-based control systems. In: Tzafestas SG, Schmidt G (eds) Progress in system and robot analysis and control design. Lecture notes in control and information sciences. Springer, London, p 183–194
Bubnicki Z (1999) Uncertain variables and learning algorithms in knowledge-based control systems. Artif Life Robotics 3:155–159
Bubnicki Z (1999) Learning algorithms in a class of knowledge-based systems. In: Sugisaka M (ed) Proceedings of the International Symposium on Artificial Life and Robotics (AROB 4th), Beppu, Oita, Japan, January 19–22, 1999, p OP-34-OP-39
Bubnicki Z (1999) Methods and algorithms in learning control systems. Proceedings of the 13th International Conference on Systems Engineering, Las Vegas, USA, August 10–12, 1999, Nevada State University, Las Vegas, p EE-19-EE-24
Bubnicki Z (1999) Learning control systems with relational plants. Proceedings of the European Control Conference, Karlsruhe, Germany, August 31–September 3, 1999
Bubnicki Z (1980) Identification of control plants. Elsevier, Oxford, Amsterdam, New York
Bubnicki Z (1998) Uncertain variables and logic-algebraic method in knowledge-based systems In: Hamza MH (ed) Proceedings of IASTED International Conference on Intelligent Systems and Control, Halifax, Canada, June 1–4, 1998, Acta Press, Zurich, p 135–139
Bubnicki Z (1998) Uncertain logics, variables and systems. In: Guangquan L (ed) Proceedings of the 3rd Workshop of the International Institute for General Systems Studies, Beidaihe, Qinhuangdao, China, July 26–28, 1998, People's Publishing House, Tianjin, p 7–14
Bubnicki Z (1993) Knowledge-based approach as a generalization of pattern recognition problems and methods. Syst Sci 2:5–21
Bubnicki Z (1997) Logic-algebraic method for a class of knowledge-based systems. In: Pichler F, Moreno-Diaz R (eds) Computer-aided systems theory. Lecture notes in computer science. Springer, Berlin, p 420–428
Bubnicki Z (1998) Logic-algebraic method for knowledge-based relation systems. Syst Anal Model Simulation 33:21–35
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Bubnicki, Z. Application of learning algorithms and uncertain variables in knowledge-based pattern recognition. Artif Life Robotics 5, 67–71 (2001). https://doi.org/10.1007/BF02481341
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DOI: https://doi.org/10.1007/BF02481341