Estimation of non-linear relationships between living standards and economic growth in a region using the anfis model

Astanayev , Kulmakhammat, Астанаев , Кульмахаммат, Astanayev , Qulmaxammat

Илғор иқтисодиёт ва педагогик технологиялар · 2026-yil

Annotatsiya

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

Maqola ma’lumotlari
MualliflarAstanayev , Kulmakhammat, Астанаев , Кульмахаммат, Astanayev , Qulmaxammat
JurnalИлғор иқтисодиёт ва педагогик технологиялар
NashriyotТошкент давлат иқтисодиёт университети ҳузуридаги «Ўзбекистон иқтисодиётини ривожлантиришнинг илмий асослари ва муаммолари» илмий-тадқиқот маркази
ISSN1994-2025
Nashr sanasi2026-06-03
Jild3
Son3
Betlar323-327
TilIngliz
Ilmiy sohaIqtisodiyot
DOI10.60078/3060-4842-2026-vol3-iss3-pp323-327
Indeksga qo‘shilgan2026-08-26

Kalit so‘zlar

ANFIS, living standards, economic growth, fuzzy logic, nonlinear modeling, digital infrastructure, ANFIS, уровень жизни, экономический рост, нечеткая логика, нелинейное моделирование, цифровая инфраструктура, ANFIS, turmush darajasi, iqtisodiy o‘sish, fuzzy mantiq, nolinear model, raqamli infratuzilma

Ilmiy soha

Iqtibos keltirish

APAAstanayev , 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. https://doi.org/10.60078/3060-4842-2026-vol3-iss3-pp323-327
GOST (OAK)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. – T. 3, № 3. – P. 323-327. – DOI: 10.60078/3060-4842-2026-vol3-iss3-pp323-327.
MLAAstanayev , Kulmakhammat, Астанаев , Кульмахаммат, and 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, 3(3), 323-327, 2026. https://doi.org/10.60078/3060-4842-2026-vol3-iss3-pp323-327
ChicagoAstanayev , Kulmakhammat, Астанаев , Кульмахаммат, and 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, 3(3), 323-327 (2026). https://doi.org/10.60078/3060-4842-2026-vol3-iss3-pp323-327
HarvardAstanayev , Kulmakhammat, Астанаев , Кульмахаммат, and 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. https://doi.org/10.60078/3060-4842-2026-vol3-iss3-pp323-327
BibTeX
@article{astanayevkulmakhammat2026,
  title = {ESTIMATION OF NON-LINEAR RELATIONSHIPS BETWEEN LIVING STANDARDS AND ECONOMIC GROWTH IN A REGION USING THE ANFIS MODEL},
  author = {Astanayev , Kulmakhammat and Астанаев , Кульмахаммат and Astanayev , Qulmaxammat},
  journal = {Илғор иқтисодиёт ва педагогик технологиялар},
  year = {2026},
  volume = {3},
  number = {3},
  pages = {323-327},
  doi = {10.60078/3060-4842-2026-vol3-iss3-pp323-327},
  url = {https://doi.org/10.60078/3060-4842-2026-vol3-iss3-pp323-327}
}

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