title: ÐÐ´Ð°Ð¿ÑÐ¸Ð²Ð½Ð°Ñ Ð¼Ð¾Ð´ÐµÐ»Ñ Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð¿Ð¾Ð»Ð¸Ð½Ð¾Ð¼Ð° ÐÐ¾Ð»Ð¼Ð¾Ð³Ð¾ÑÐ¾Ð²Ð°-ÐÐ°Ð±Ð¾ÑÐ°
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Adaptive model of machine learning based on Kolmogorov-Gabor polynomial
Creators: name: Ð§ÐµÑÐ½ÑÐ³Ð¸Ð½, ÐÐ½ÑÐ¾Ð½
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2024
Subjects: Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
ÑÐºÐ¾Ð½Ð¾Ð¼ÐµÑÑÐ¸ÑÐµÑÐºÐ¾Ðµ Ð¼Ð¾Ð´ÐµÐ»Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ
ÑÑÐ¾Ñ Ð°ÑÑÐ¸ÑÐµÑÐºÐ°Ñ Ð°Ð¿Ð¿ÑÐ¾ÐºÑÐ¸Ð¼Ð°ÑÐ¸Ñ
Ð¿Ð¾Ð»Ð¸Ð½Ð¾Ð¼ ÐÐ¾Ð»Ð¼Ð¾Ð³Ð¾ÑÐ¾Ð²Ð°-ÐÐ°Ð±Ð¾ÑÐ°
Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
machine learning
econometric modelling
stochastic approximation
Kolmogorov-Gabor polynomial
neural networks

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description: The given work is devoted to develop an adaptive machine learning model based on the Kolmogorov-Gabor polynomial and to test its validity in modelling a real economic object. The research set the following goals: ï­ to conduct a theoretical review of ANN and Kolmogorov-Gabor polynomial as modelling tools; ï­ to analyze the practical application of these tools on the example of a real economic object; ï­ to study the theoretical basis of adaptation methods in modelling; ï­ to implement the adaptation algorithm in the model based on the Kolmogorov-Gabor polynomial and apply this model to a real economic object. The relevance of the topic is due to the need to improve the methods of modelling complex nonlinear evolutionary processes for understanding and forecasting the economy. The sources of information were data from domestic and foreign research literature, official Internet resources and analytical agencies. An adaptive machine learning model based on the Kolmogorov-Gabor polynomial is proposed, which proved its validity for modelling complex evolutionary processes, which can contribute to the development of forecasting methods and their successful application in various fields of economics.