Илғор иқтисодиёт ва педагогик технологиялар Том 3 № 3 (2026) · с. 323-327

ESTIMATION OF NON-LINEAR RELATIONSHIPS BETWEEN LIVING STANDARDS AND ECONOMIC GROWTH IN A REGION USING THE ANFIS MODEL

Astanayev, Kulmakhammat, Астанаев, Кульмахаммат, Astanayev, Qulmaxammat

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Аннотация

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

ANFISliving standardseconomic growthfuzzy logicnonlinear modelingdigital infrastructureANFISуровень жизниэкономический ростнечеткая логика

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APA 7 
Astanayev, Kulmakhammat, Астанаев, Кульмахаммат & Astanayev, Qulmaxammat (2026). ESTIMATION OF NON-LINEAR RELATIONSHIPS BETWEEN LIVING STANDARDS AND ECONOMIC GROWTH IN A REGION USING THE ANFIS MODEL. Илғор иқтисодиёт ва педагогик технологиялар, 3(3), 323-327.
GOST R 7.0.5 
Astanayev, Kulmakhammat, Астанаев, Кульмахаммат, Astanayev, Qulmaxammat ESTIMATION OF NON-LINEAR RELATIONSHIPS BETWEEN LIVING STANDARDS AND ECONOMIC GROWTH IN A REGION USING THE ANFIS MODEL // Илғор иқтисодиёт ва педагогик технологиялар. 2026. Т. 3. № 3. С. 323-327.
BibTeX 
@article{kulmakhammat2026,
  author  = {Astanayev, Kulmakhammat and Астанаев, Кульмахаммат and Astanayev, Qulmaxammat},
  title   = {ESTIMATION OF NON-LINEAR RELATIONSHIPS BETWEEN LIVING STANDARDS AND ECONOMIC GROWTH IN A REGION USING THE ANFIS MODEL},
  journal = {Илғор иқтисодиёт ва педагогик технологиялар},
  year    = {2026},
  volume  = {3},
  number  = {3},
  pages   = {323-327}
}
RIS 
TY  - JOUR
AU  - Astanayev, Kulmakhammat
AU  - Астанаев, Кульмахаммат
AU  - Astanayev, Qulmaxammat
TI  - ESTIMATION OF NON-LINEAR RELATIONSHIPS BETWEEN LIVING STANDARDS AND ECONOMIC GROWTH IN A REGION USING THE ANFIS MODEL
JO  - Илғор иқтисодиёт ва педагогик технологиялар
PY  - 2026
VL  - 3
IS  - 3
SP  - 323
EP  - 327
ER  -