A machine learning model based intelligent forecasting system for cryptocurrency indices

- Васильєв, В.О. (orcid.org/0009-0008-6064-0858) and Гриб'юк, О.О. (orcid.org/0000-0003-3402-0520) (2024) A machine learning model based intelligent forecasting system for cryptocurrency indices In: Математичні дослідження здобувачів вищої освіти і молодих учених як підгрунтя технічного та економічного відновлення України: матеріали Всеукраїнської науково-практичної конференції здобувачів вищої освіти та молодих вчених . ХНАДУ, м. Харків, Україна, pp. 156-158.

Text Гриб'юк-Васильєв-Харків-2024+.pdf - Published Version Restricted to Registered users only Available under License Creative Commons Attribution Non-commercial No Derivatives. Download (306kB) | Request a copy

Abstract

The study analyses modern methods of forecasting currency exchange rates in general and cryptocurrencies in particular. It is shown that the rate of cryptocurrencies can now be predicted by analysing time series. Among the methods of such analysis, the ARIMA model is selected, the mathematical support for the project is presented, and the mathematical essence of the ARIMA model is shown.

Item Type:	Book Section
Keywords:	cryptocurrency, time series, forecasting, ARIMA, Monero, blockchain, mining, intelligent system, machine learning, neural models, COMSRL, OOP.
Subjects:	Science and knowledge. Organization. Computer science. Information. Documentation. Librarianship. Institutions. Publications > 00 Prolegomena. Fundamentals of knowledge and culture. Propaedeutics > 004 Computer science and technology. Computing. Data processing > 004.4 Software Science and knowledge. Organization. Computer science. Information. Documentation. Librarianship. Institutions. Publications > 00 Prolegomena. Fundamentals of knowledge and culture. Propaedeutics > 004 Computer science and technology. Computing. Data processing > 004.7 Computer communication. Computer networks > 004.78 Online computing systems for specific use Science and knowledge. Organization. Computer science. Information. Documentation. Librarianship. Institutions. Publications > 3 Social Sciences > 33 Economics. Economic science
Divisions:	Institute for Digitalisation of Education > Department of the Cloud-Вased Systems of ICT in Education
Depositing User:	Старший науковий співробітник О.О. Гриб'юк
Date Deposited:	10 Jul 2024 10:06
Last Modified:	10 Jul 2024 10:06
URI:	https://lib.iitta.gov.ua/id/eprint/741729

Downloads

Actions (login required)

View Item