INTERNATIONAL JOURNAL OF INFORMATION AND COMMUNICATION TECHNOLOGIES

NEURAL NETWORKS AS A TOOL FOR MATHEMATICAL COMPUTATION

Authors

  • A.S. Srazh International University of Information Technologies
  • M. Nurtas International University of Information Technologies
  • A.A. Altaibek International University of Information Technologies
  • Z.T. Abdikalikova International University of Information Technologies

DOI:

https://doi.org/10.54309/IJICT.2025.22.2.010

Keywords:

machine learning, microclimate management, HVAC Optimization, fault detection, predictive maintenance, user preference, energy efficiency

Abstract

Abstract. Today, the application of neural networks has become ubiquitous almost everywhere. But not many researchers in a field far from mathematics notice that there is a huge mathematical background behind these deep neural networks. This shortcoming causes some unintended difficulties during the research. This is because the fundamental basis of each recorded neural network model ranges from simple mathematical expressions to complex levels. We show how these mathematical aspects are applied and play an important role in neural network models, revealing their application to educators in general, experts in each field, to at least somewhat fill these gaps in this paper.

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Author Biographies

A.S. Srazh, International University of Information Technologies

PhD student of the 1-st year of EP "Data Science"

M. Nurtas, International University of Information Technologies

associate professor of the department of Mathematical and Computer Modeling, PhD

A.A. Altaibek, International University of Information Technologies

PhD, associate professor of the department of Mathematical and Computer Modeling

Z.T. Abdikalikova, International University of Information Technologies

PhD, associate professor of the department of Mathematical and Computer Modeling

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Published

2025-06-15

How to Cite

Srazh, A., Nurtas, M., Altaibek, A., & Abdikalikova, Z. (2025). NEURAL NETWORKS AS A TOOL FOR MATHEMATICAL COMPUTATION. INTERNATIONAL JOURNAL OF INFORMATION AND COMMUNICATION TECHNOLOGIES, 6(2), 154–173. https://doi.org/10.54309/IJICT.2025.22.2.010

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