Comparative analysis of prediction models for diabetes based on anthropometric indicators

Mukhamedova, Vazira

Жанубий оролбўйи тиббиёт журнали · 2026-yil

Annotatsiya

The prevalence of type 2 diabetes mellitus (T2DM) continues to increase worldwide, emphasizing the need for early detection tools that are accurate, accessible, and cost-effective. Anthropometric indicators—such as body mass index (BMI), waist circumference (WC), waist-to-hip ratio (WHR), waist-to-height ratio (WHtR), and body fat percentage—are widely used predictors of metabolic risk. Numerous statistical and machine learning models have been developed to forecast diabetes risk using these indicators. This study provides a comparative analysis of traditional regression-based models and modern machine learning algorithms to determine their predictive performance using anthropometric data.

Maqola ma’lumotlari
MualliflarMukhamedova, Vazira
JurnalЖанубий оролбўйи тиббиёт журнали
NashriyotТТА Урганч филиали
ISSN3093-8740, 2012-2021
Nashr sanasi2026-02-07
Jild1
Son4
Betlar547-552
TilIngliz
Ilmiy sohaTibbiyot
Indeksga qo‘shilgan2026-08-26

Maqolaning asl sahifasi

Kalit so‘zlar

diabetes prediction, anthropometry, BMI, waist circumference, machine learning

Ilmiy soha

Tibbiyot

Iqtibos keltirish

APAMukhamedova, Vazira (2026). COMPARATIVE ANALYSIS OF PREDICTION MODELS FOR DIABETES BASED ON ANTHROPOMETRIC INDICATORS. Жанубий оролбўйи тиббиёт журнали, 1(4), 547-552. http://journal.urdti.uz/index/article/view/178
GOST (OAK)Mukhamedova, Vazira COMPARATIVE ANALYSIS OF PREDICTION MODELS FOR DIABETES BASED ON ANTHROPOMETRIC INDICATORS // Жанубий оролбўйи тиббиёт журнали. – 2026. – T. 1, № 4. – P. 547-552.
MLAMukhamedova, Vazira. “COMPARATIVE ANALYSIS OF PREDICTION MODELS FOR DIABETES BASED ON ANTHROPOMETRIC INDICATORS.” Жанубий оролбўйи тиббиёт журнали, 1(4), 547-552, 2026. http://journal.urdti.uz/index/article/view/178
ChicagoMukhamedova, Vazira. “COMPARATIVE ANALYSIS OF PREDICTION MODELS FOR DIABETES BASED ON ANTHROPOMETRIC INDICATORS.” Жанубий оролбўйи тиббиёт журнали, 1(4), 547-552 (2026). http://journal.urdti.uz/index/article/view/178
HarvardMukhamedova, Vazira (2026) ‘COMPARATIVE ANALYSIS OF PREDICTION MODELS FOR DIABETES BASED ON ANTHROPOMETRIC INDICATORS’, Жанубий оролбўйи тиббиёт журнали, 1(4), 547-552. http://journal.urdti.uz/index/article/view/178
BibTeX
@article{mukhamedovavazira2026,
  title = {COMPARATIVE ANALYSIS OF PREDICTION MODELS FOR DIABETES BASED ON ANTHROPOMETRIC INDICATORS},
  author = {Mukhamedova, Vazira},
  journal = {Жанубий оролбўйи тиббиёт журнали},
  year = {2026},
  volume = {1},
  number = {4},
  pages = {547-552},
  url = {http://journal.urdti.uz/index/article/view/178}
}

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