The role of neural networks in econometric modeling and financial decision-making

Mirzayev, Shoxrux, Мирзаев, Шохрух, Mirzayev, Shoxrux

Иқтисодий тараққиёт ва таҳлил · 2024-yil

Annotatsiya

This article examines the transformative role of neural networks in econometrics and financial decision-making, emphasizing their influence on personal finance, automation, healthcare, transportation, and human-computer interaction. Neural networks, inspired by the structure of the human brain, have the potential to revolutionize these sectors by enhancing efficiency, accuracy, and decision-making capabilities. In personal finance, they can optimize budgeting, savings, and expenditure management through automated models such as the McCulloch-Pitts neuron. In healthcare, neural networks improve diagnostic capabilities and enable predictive treatment. The article also highlights the applications of neural networks in econometrics to analyze financial patterns, detect fraud, and manage risks more effectively. However, it also addresses the ethical concerns related to data privacy, security, and biases in algorithmic decision-making, stressing the importance of responsible development. Ultimately, it concludes that, despite the challenges, the benefits of integrating neural networks into econometric models and financial systems are substantial and indispensable for modern advancements.

Maqola ma’lumotlari
MualliflarMirzayev, Shoxrux, Мирзаев, Шохрух, Mirzayev, Shoxrux
JurnalИқтисодий тараққиёт ва таҳлил
NashriyotЎзбекистон иқтисодиётини ривожлантиришнинг илмий-тадқиқот маркази
ISSN2992-877X
Nashr sanasi2024-11-29
Jild2
Son11
Betlar185-190
TilIngliz
Ilmiy sohaIqtisodiyot
DOI10.60078/2992-877x-2024-vol2-iss11-pp185-190
Indeksga qo‘shilgan2026-08-27

DOI: 10.60078/2992-877x-2024-vol2-iss11-pp185-190 · Maqolaning asl sahifasi

Kalit so‘zlar

нейронные сети, модель Маккалока-Питтса (MP нейрон), эконометрика, личные финансы, автоматизация, бинарное принятие решений, финансовое управление, бюджетирование, сбережения и траты, доходы и расходы, пороговая модель принятия решений, машинное обучение, финансовое благополучие, предиктивный анализ, структура принятия решений, neural networks, McCulloch-Pitts model (MP neuron), econometrics, personal finance, automation, binary decision-making, financial management, budgeting, savings and spending, income and expenses, threshold decision model, machine learning, financial health, predictive analysis, decision-making framework, neyron tarmoqlar, McCulloch-Pitts modeli (MP neyron), ekonometriya, shaxsiy moliya, avtomatlashtirish, ikkilik qaror qabul qilish, moliyaviy boshqaruv, byudjetlash, jamg‘arma va sarflar, daromad va xarajatlar, qaror qabul qilishning chegara modeli, mashinani o‘rganish, moliyaviy salomatlik, prediktiv tahlil, qaror qabul qilish struktura

Ilmiy soha

Iqtisodiyot

Iqtibos keltirish

APAMirzayev, Shoxrux, Мирзаев, Шохрух, & Mirzayev, Shoxrux (2024). THE ROLE OF NEURAL NETWORKS IN ECONOMETRIC MODELING AND FINANCIAL DECISION-MAKING. Иқтисодий тараққиёт ва таҳлил, 2(11), 185-190. https://doi.org/10.60078/2992-877x-2024-vol2-iss11-pp185-190
GOST (OAK)Mirzayev, Shoxrux, Мирзаев, Шохрух, Mirzayev, Shoxrux THE ROLE OF NEURAL NETWORKS IN ECONOMETRIC MODELING AND FINANCIAL DECISION-MAKING // Иқтисодий тараққиёт ва таҳлил. – 2024. – T. 2, № 11. – P. 185-190. – DOI: 10.60078/2992-877x-2024-vol2-iss11-pp185-190.
MLAMirzayev, Shoxrux, Мирзаев, Шохрух, and Mirzayev, Shoxrux. “THE ROLE OF NEURAL NETWORKS IN ECONOMETRIC MODELING AND FINANCIAL DECISION-MAKING.” Иқтисодий тараққиёт ва таҳлил, 2(11), 185-190, 2024. https://doi.org/10.60078/2992-877x-2024-vol2-iss11-pp185-190
ChicagoMirzayev, Shoxrux, Мирзаев, Шохрух, and Mirzayev, Shoxrux. “THE ROLE OF NEURAL NETWORKS IN ECONOMETRIC MODELING AND FINANCIAL DECISION-MAKING.” Иқтисодий тараққиёт ва таҳлил, 2(11), 185-190 (2024). https://doi.org/10.60078/2992-877x-2024-vol2-iss11-pp185-190
HarvardMirzayev, Shoxrux, Мирзаев, Шохрух, and Mirzayev, Shoxrux (2024) ‘THE ROLE OF NEURAL NETWORKS IN ECONOMETRIC MODELING AND FINANCIAL DECISION-MAKING’, Иқтисодий тараққиёт ва таҳлил, 2(11), 185-190. https://doi.org/10.60078/2992-877x-2024-vol2-iss11-pp185-190
BibTeX
@article{mirzayevshoxrux2024,
  title = {THE ROLE OF NEURAL NETWORKS IN ECONOMETRIC MODELING AND FINANCIAL DECISION-MAKING},
  author = {Mirzayev, Shoxrux and Мирзаев, Шохрух and Mirzayev, Shoxrux},
  journal = {Иқтисодий тараққиёт ва таҳлил},
  year = {2024},
  volume = {2},
  number = {11},
  pages = {185-190},
  doi = {10.60078/2992-877x-2024-vol2-iss11-pp185-190},
  url = {https://doi.org/10.60078/2992-877x-2024-vol2-iss11-pp185-190}
}

Boshqa maqola uchun iqtibos tayyorlash

Иқтисодий тараққиёт ва таҳлил jurnalidan boshqa maqolalar

Иқтисодий тараққиёт ва таҳлил — barcha maqolalar · 2024-yil arxivi

Mirzayev, Shoxrux — boshqa maqolalari

Iqtisodiyot sohasidagi boshqa maqolalar

Iqtisodiyot sohasidagi OAK jurnallari