Cycles in bayesian networks
Shayakhmetova A. Litvinenko N. Mamyrbayev O. Wójcik W. Zhamangarin D.
2021Polska Akademia Nauk
International Journal of Electronics and Telecommunications
2021#67Issue 2181 - 186 pp.
The article is devoted to some critical problems of using Bayesian networks for solving practical problems, in which graph models contain directed cycles. The strict requirement of the acyclicity of the directed graph representing the Bayesian network does not allow to efficiently solve most of the problems that contain directed cycles. The modern theory of Bayesian networks prohibits the use of directed cycles. The requirement of acyclicity of the graph can significantly simplify the general theory of Bayesian networks, significantly simplify the development of algorithms and their implementation in program code for calculations in Bayesian networks.
Bayesian evidence , Bayesian networks , Directed cycles , Directed graphs , Propagation
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Information and Computational Technology, Almaty, 050010, Kazakhstan
Institute of Information and Computational Technology, Almaty, 050010, Kazakhstan
Al-Farabi Kazakh National University, Almaty, Kazakhstan
Institute of Information and Computational Technologies CS MES RK, Almaty and Lublin Technical University, Poland
Kazakh University Ways of Communications, Kazakhstan
Information and Computational Technology
Institute of Information and Computational Technology
Al-Farabi Kazakh National University
Institute of Information and Computational Technologies CS MES RK
Kazakh University Ways of Communications
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