Details

Title

Cycles in Bayesian Networks

Journal title

International Journal of Electronics and Telecommunications

Yearbook

2021

Volume

vol. 67

Issue

No 2

Affiliation

Shayakhmetova, Assem : Institute of Information and Computational Technology, 050010 Almaty, Kazakhstan ; Shayakhmetova, Assem : Al-Farabi Kazakh National University, Almaty, Kazakhstan ; Litvinenko, Natalya : Information and Computational Technology, 050010 Almaty, Kazakhstan ; Mamyrbayev, Orken : Institute of Information and Computational Technology, 050010 Almaty, Kazakhstan ; Wójcik, Waldemar : Institute of Information and Computational Technologies CS MES RK, Almaty ; Wójcik, Waldemar : Lublin Technical University, Poland ; Zhamangarin, Dusmat : Kazakh University Ways of Communications, Kazakhstan

Authors

Keywords

Bayesian networks ; directed graphs ; directed cycles ; propagation ; Bayesian evidence

Divisions of PAS

Nauki Techniczne

Coverage

181-186

Publisher

Polish Academy of Sciences Committee of Electronics and Telecommunications

Bibliography

[1] A. Nafalski and A.P. Wibawa, “Machine translation with javanese speech levels’ classification,” Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska, vol. 6, no 1, pp 21-25, 2016. https://doi.org/10.5604/20830157.1194260
[2] Z.Omiotek and P. Prokop, “The construction of the feature vector in the diagnosis of sarcoidosis based on the fractal analysis of CT chest images,” Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska, vol. 9, no. 2, pp. 16-23, 2019. https://doi.org/10.5604/01.3001.0013.2541
[3] A. Litvinenko, O. Mamyrbayev, N. Litvinenko, A. Shayakhmetova, “Application of Bayesian networks for estimation of individual psychological characteristics,” Przeglad Elektrotechniczny, vol. 95, no. 5, pp. 92-97, 2019
[4] X.Q. Cai, X.Y. Wu, X. Zhou, “Stochastic scheduling subject to breakdown-repeat breakdowns with incomplete information,” Operations Research, vol. 57, no. 5, pp. 1236–1249, 2009. doi: 10.1287/opre.1080.0660
[5] K.W. Fornalski, “The Tadpole Bayesian Model for Detecting Trend Changes in Financial Quotations,” R&R Journal of Statistics and Mathematical Sciences, vol. 2, no. 1, pp. 117–122, 2016.
[6] J. Pearl “Artificial Intelligence Applications”, in How to Do with Probabilities what people say you can't,/ Editor Weisbin C.R., IEEE, North Holland, pp. 6–12, 1985.
[7] J. Pearl “Probabilistic Reasoning in Intelligent Systems”. San Francisco: Morgan Kaufmann Publishers, 1988,
[8] A. Tulupiev “Algebraic Bayesian networks,” in “Logical-probabilistic approach to modeling knowledge bases with uncertainty,” SPb.: SPIIRAS, 2000.
[9] S. Nikolenko, A. Tulupiev “The simplest cycles in Bayesian networks: Probability distribution and the possibility of its contradictory assignment,” SPIIRAS. Edition 2, 2004. vol.1.
[10] F.V. Jensen, T.D. Nielsen “Bayesian Networks and Decision Graphs,” Springer, 2007.
[11] D. Barber, “Bayesian Reasoning and Machine Learning,” 2017, 686 p. http://web4.cs.ucl.ac.uk/ staff/D.Barber/ textbook/020217.pdf
[12] R.E. Neapolitan “Learning Bayesian Networks,” 704p. http://www.cs.technion.ac.il/~dang/books/Learning%20Bayesian%20Networks(Neapolitan,%20Richard).pdf
[13] O. Mamyrbayev, M. Turdalyuly, N. Mekebayev, and et al. “Continuous speech recognition of kazakh language», AMCSE 2018 Int. conf. On Applied Mathematics, Computational Science and Systems Engineering, Rom, Italy, 2019, vol. 24, pp. 1-6.
[14] A. Litvinenko, N. Litvinenko, O. Mamyrbayev, A. Shayakhmetova, M. Turdalyuly “Clusterization by the K-means method when K is unknown,” Inter. Conf. Applied Mathematics, Computational Science and Systems Engineering. Rome, Italy, 2019, vol. 24, pp. 1-6.
[15] O.Ore “Graph theory,” Мoscow: Science, 1980, 336 p.
[16] Ph. Kharari “Graph theory,” Мoscow: Mir, 1973, 300 p.
[17] V. Gmurman “Theory of Probability and Mathematical Statistics: Tutorial,” Moscow: 2003, 479 p.
[18] A.N. Kolmogorov “Theory: Manual,” in “Basic Concepts of Probability,” Moscow: Science, 1974.
[19] N. Litvinenko, A. Litvinenko, O. Mamyrbayev, A. Shayakhmetova “Work with Bayesian Networks in BAYESIALAB,” Almaty: IPIC, 2018, 311 p. (in Rus). ISBN 978-601-332-206-3.

Date

2021.05.25

Type

Article

Identifier

DOI: 10.24425/ijet.2021.135962

Source

International Journal of Electronics and Telecommunications; 2021; vol. 67; No 2; 181-186
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