The economic significance of adaline neural networks in financial decision -making

Mirzayev Shoxrux Normurod o‘g‘li

Marketing · 2025-yil

Annotatsiya

This article explores the application of the ADALINE (Adaptive Linear Neuron) model in personal finance, emphasizing its role in improving decision -making accuracy. ADALINE, introduced by Bernard Widrow and Ted Hoff in 1960, utilizes gradient descent to it eratively adjust weights, enabling it to adapt to financial patterns dynamically. The study demonstrates how ADALINE enhances financial management by optimizing budgeting, saving, and expenditure decisions. Experimental results confirm that ADALINE minimiz es prediction errors over time, making it a valuable tool for managing complex financial systems. Despite its reliance on linear relationships, ADALINE proves to be a powerful approach for adaptive financial decision -making.

Maqola ma’lumotlari
MualliflarMirzayev Shoxrux Normurod o‘g‘li
JurnalMarketing
NashriyotТошкент давлат иқтисодиёт университети
ISSN3060-4621
Nashr sanasi2025-03-28
Son3
TilIngliz
Ilmiy sohaIqtisodiyot
DOI10.67668/mj/2025iss3/448
Indeksga qo‘shilgan2026-10-18

DOI: 10.67668/mj/2025iss3/448 · Maqolaning asl sahifasi

Kalit so‘zlar

ADALINE, neural networks, personal finance, adaptive learning, financial decision -making, gradient descent, budgeting, saving, expenditure management, ADALINE, нейронные сети, личные финансы, адаптивное обучение, финансовое принятие решений, градиентный спуск, бюджетирование, сбережения, управление расходами, ADALINE, neyron tarmoqlari, shaxsiy moliya, moslashuvchan ta'lim, moliyaviy qarorlar qabul qilish, gradient tushish, byudjetlashtirish, tejash, xarajatlarni boshqarish

Ilmiy soha

Iqtisodiyot

Iqtibos keltirish

APAMirzayev Shoxrux Normurod o‘g‘li (2025). THE ECONOMIC SIGNIFICANCE OF ADALINE NEURAL NETWORKS IN FINANCIAL DECISION -MAKING. Marketing, (3). https://doi.org/10.67668/mj/2025iss3/448
GOST (OAK)Mirzayev Shoxrux Normurod o‘g‘li THE ECONOMIC SIGNIFICANCE OF ADALINE NEURAL NETWORKS IN FINANCIAL DECISION -MAKING // Marketing. – 2025. – № 3. – DOI: 10.67668/mj/2025iss3/448.
MLAMirzayev Shoxrux Normurod o‘g‘li. “THE ECONOMIC SIGNIFICANCE OF ADALINE NEURAL NETWORKS IN FINANCIAL DECISION -MAKING.” Marketing, (3), 2025. https://doi.org/10.67668/mj/2025iss3/448
ChicagoMirzayev Shoxrux Normurod o‘g‘li. “THE ECONOMIC SIGNIFICANCE OF ADALINE NEURAL NETWORKS IN FINANCIAL DECISION -MAKING.” Marketing, (3) (2025). https://doi.org/10.67668/mj/2025iss3/448
HarvardMirzayev Shoxrux Normurod o‘g‘li (2025) ‘THE ECONOMIC SIGNIFICANCE OF ADALINE NEURAL NETWORKS IN FINANCIAL DECISION -MAKING’, Marketing, (3). https://doi.org/10.67668/mj/2025iss3/448
BibTeX
@article{mirzayevshoxruxnormurodogli2025,
  title = {THE ECONOMIC SIGNIFICANCE OF ADALINE NEURAL NETWORKS IN FINANCIAL DECISION -MAKING},
  author = {Mirzayev Shoxrux Normurod o‘g‘li},
  journal = {Marketing},
  year = {2025},
  number = {3},
  doi = {10.67668/mj/2025iss3/448},
  url = {https://doi.org/10.67668/mj/2025iss3/448}
}

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