Article · International Journal of Electronics and Telecommunications · May 25, 2021
Cycles in Bayesian Networks
Assem Shayakhmetova, Natalya Litvinenko, Orken J. Mamyrbayev, Waldemar Wójcik, Dusmat Zhamangarin
Abstract
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..
More by Orken Mamyrbayev
- A Knowledge-Augmented Multi-Agent AI System for Context-Aware Legal Reasoning and Case Outcome PredictionPreprints.org · 2026
- YOLO12 МОДЕЛІН ГЕОРАДАР КЕСКІНДЕРІНЕ ҚОЛДАНУNEWS OF THE NATIONAL ACADEMY OF SCIENCES OF THE REPUBLIC OF KAZAKHSTAN · 2026
- Developing a Kazakh Audio–Visual Multimodal Speech Recognition Model Based on Hierarchical and Cross-Modal AttentionInformation · 2026
- Exploring the influence of firm digital transformation on sustainable competitive advantage through organizational agility with moderation of knowledge sharingDiscover Sustainability · 2026