ESTIMATION OF NON-LINEAR RELATIONSHIPS BETWEEN LIVING STANDARDS AND ECONOMIC GROWTH IN A REGION USING THE ANFIS MODEL
DOI:
https://doi.org/10.60078/3060-4842-2026-vol3-iss3-pp323-327Abstract
This study evaluates the nonlinear relationship between living standards and economic growth in the Qashqadaryo region during 2010–2024 using the ANFIS (Adaptive Neuro-Fuzzy Inference System) model. Based on semi-synthetic data close to real statistics, key indicators include income index, infrastructure, and digital infrastructure. The ANFIS model demonstrated high accuracy (R² = 0.977), revealing a strong synergy between income and digitalization, with 3D surface analysis highlighting digital infrastructure as a key growth driver. The results provide practical guidance for regional development strategies
Keywords:
ANFIS living standards economic growth fuzzy logic nonlinear modeling digital infrastructureReferences
Alkire, S., Foster, J. (2011) Counting and Multidimensional Poverty Measurement // Journal of Public Economics. – Vol. 95(7–8). – P. 476–487.
Annas, M., et al. (2019) Analysis of Human Development Index Using Fuzzy C-Means and K-Means Clustering // International Journal of Advances in Intelligent Informatics. – Vol. 5(2). – P. 140–149.
Bezdek, J.C. (1981) Pattern Recognition with Fuzzy Objective Function Algorithms. – Boston: Springer, – 272 p.
Chakravarty, S.R. (2006) A New Index of Poverty // Mathematical Social Sciences. – Vol. 52(1). – P. 43–59.
Jang, J.S. R. (1993) ANFIS: Adaptive-Network-Based Fuzzy Inference System // IEEE Transactions on Systems, Man, and Cybernetics. – Vol. 23(3). – P. 665–685.
Juned, Y., Yusra, A. (2021) Human Development Index Classification Using Fuzzy C-Means Clustering // Journal of Physics: Conference Series. – Vol. 1764(1). – P. 012–020.
Martinetti, E.C. (1994) A Multidimensional Assessment of Well-being Based on Sen’s Functioning Approach // Rivista Internazionale di Scienze Sociali. – Vol. 102. – P. 207–239.
Qashqadaryo viloyati statistika boshqarmasi. (2010–2024) Rasmiy statistik axborotlar va hisobotlar. – Qarshi: Qashstat, URL: https://qashstat.uz
United Nations Development Programme. (2023/2024) Human Development Report 2023/2024: Breaking the Gridlock. – New York: UNDP, 2024. – 412 p.
Downloads
Published
How to Cite
Issue
Section
License
This work is licensed under a Creative Commons Attribution 4.0 International License.
