EXTRAPOLATION USAGE FOR PREDICTING CRYPTOCURRENCY PRICING

Keywords: economy, crypto, cryptocurrencies, BTC, extrapolation, approximation

Abstract

In this article, we delve into the challenging problem of forecasting cryptocurrency prices using mathematical extrapolation techniques. We highlight the scarcity of research in this domain, underlining the necessity for in-depth investigation. The article outlines the unresolved issues related to extrapolation-based cryptocurrency price prediction, such as market volatility and non-linearity. It primarily aims to showcase the potential of extrapolation for predicting bitcoin prices. The analysis involves a year-long bitcoin price trend, with the application of linear and polynomial extrapolation methods. While some correlation exists, notable discrepancies, especially during abrupt price changes, are evident. The conclusion emphasizes the limitations of extrapolation and advises a diversified approach to cryptocurrency investment decisions, considering various factors beyond mathematical data. In this article, we delve into the challenging problem of forecasting cryptocurrency prices using mathematical extrapolation techniques. We highlight the scarcity of research in this domain, underlining the necessity for in-depth investigation. The article outlines the unresolved issues related to extrapolation-based cryptocurrency price prediction, such as market volatility and non-linearity. It primarily aims to showcase the potential of extrapolation for predicting bitcoin prices. The analysis involves a year-long bitcoin price trend, with the application of linear and polynomial extrapolation methods. While some correlation exists, notable discrepancies, especially during abrupt price changes, are evident. The conclusion emphasizes the limitations of extrapolation and advises a diversified approach to cryptocurrency investment decisions, considering various factors beyond mathematical data.

References

4 Approximate Methods. (1968). Mathematics in Science and Engineering, 135–208. DOI: 10.1016/s0076-5392(08)62566-7

Lienard A., Rev. Gen. Elec. 37, 901 (1928).

Davies, T.V., and James, E.M., Nonlinear Differential Equations, AddisonWesley, Reading, Massachusetts, 1966.

Goursat, E.V., Hedrik, E.R., and Dunkel, O., A Course in Mathematical Analysis, Vol. 11, Part 11, Differential Equations. Ginn, Boston, Massachusetts, 1917.

Ince, E. L., Ordinary Differential Equations, Dover, New York, 1956.

Sidi, A. (2017). Vector Extrapolation Methods with Applications. The USA: Society for Industrial and Applied Mathematics.

Cabay, S., Jackson, L. W. (1975). A Polynomial Extrapolation Method for Large Systems of Linear Equations. Canada: University of Alberta, Department of Computing Science.

Article views: 60
PDF Downloads: 42
Published
2023-08-29
How to Cite
Matskevych, D., & Granovska, I. (2023). EXTRAPOLATION USAGE FOR PREDICTING CRYPTOCURRENCY PRICING. Economy and Society, (54). https://doi.org/10.32782/2524-0072/2023-54-40
Section
FINANCE, BANKING AND INSURANCE