IDENTIFYING THE ENDOGENEITY OF REGIONAL ECONOMIC GROWTH USING A NEURO-FUZZY APPROACH: METHODS AND MODELS
DOI:
https://doi.org/10.60078/3060-4842-2025-vol2-iss6-pp319-324Abstract
This study evaluates the endogenous drivers of economic growth in Kashkadarya region using statistical data from 2010–2025 through neuro-fuzzy (ANFIS) and multilayer perceptron (MLP) models. Household income, traditional and digital infrastructure were selected as key indicators. The ANFIS model achieved high accuracy (R² = 0.977; RMSE = 0.40; MAPE = 7.8%), effectively capturing nonlinear economic relationships. A 3D surface plot highlighted the strong synergy between digital infrastructure and income. In comparison, the MLP model yielded slightly lower accuracy. The results suggest that investing in digital infrastructure and applying endogenous modeling approaches are crucial for strategic planning
Keywords:
ANFIS MLP regional economic growth digital infrastructure fuzzy logic nonlinear modelingReferences
Alkire, S., Foster, J. (2011) Counting and Multidimensional Poverty Measurement // Journal of Public Economics. Vol. 95(7–8) – P. 476–487.
Chakravarty, S. R. (2006) A New Index of Poverty // Mathematical Social Sciences. Vol. 52(1) – P. 43–59.
Douglass North and Masahiko Aoki (2011) New institutional economics: September.
International Telecommunication Union (ITU) (2024). Global ICT Indicators Database 2010–2024. Geneva: ITU, URL: https://www.itu.int
Jang, J.-S. (1993) R. ANFIS: Adaptive-Network-Based Fuzzy Inference System // IEEE Transactions on Systems, Man, and Cybernetics. Vol. 23(3) – P. 665–685.
Jo’rayev, O. K. (2022). Mintaqaviy iqtisodiyotda infratuzilma omilining roli. Iqtisodiyot va innovatsion texnologiyalar, (6), 45–50.
Marshall vs. Walras (2006) on Equilibrium and Disequilibrium January History of Economics Review 48(1037).
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. (2024) Rasmiy statistik axborotlar va hisobotlar, 2010–2024. Qarshi: Qashstat, URL: https://qashstat.uz.
United Nations Development Programme (UNDP). (2024) Human Development Report 2023/2024: Breaking the Gridlock. New York: UNDP, – 412 p.
World Bank. (2024) World Development Indicators: Digital Development Dataset 2010–2024. Washington, DC: World Bank, URL: https://data.worldbank.org.
Downloads
Published
How to Cite
Issue
Section
License
This work is licensed under a Creative Commons Attribution 4.0 International License.
