On the Combination of Harmonics and Polynoms in Econometric Modeling of RUB/AZN Exchange Rate

IF 7.6 1区 经济学 Q1 ECONOMICS
L. M. Mamedova
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Abstract

Conducting a combinational polynomial and spectral analysis of time series formed on the basis of daily observations of changes in the RUB/AZN exchange rate with pronounced fluctuations for the period 11.05.2017- 02.11.2018 based on computer econometric modeling.The purpose of the research. The possibility of describing the global rate dynamics by approximation with a combination of a nonlinear polynomial trend and harmonic oscillations of various frequencies relative to this curve; the ability to calculate amplitudes and phases, which can be used to estimate the power spectrum of the Fourier approximation; the ability to develop a high-precision algorithm for predicting exchange rate changes in RUB/AZN.Materials and methodology. The official statistics of the State Statistics Committee of Azerbaijan were used; classical methods of mathematical analysis and economic analysis; methods of econometrics, harmonic (Fourier) analysis, statistical spectral analysis, “Fourier analysis” of the MS Excel add-in, tools of the Eviews 8 application package with the standard deviation and average approximation error being taken into account, the necessary statistical procedures required for identifying and estimating the parameters of the model and checking its adequacy and accuracy.Results. By breaking up the empirical analysis of given time series into time-scale polynomial and time-frequency components. Combinations of the optimal degree of variants of polynomials up to the 11th degree and the number of harmonics of sines and cosines of all possible discrete frequencies were revealed.Conclusion. This result allows us to reconsider the asymmetric impact of RUB/AZN exchange rate pressure on the foreign trade balance between Russia and Azerbaijan. An increase/decrease in exchange rate pressure affects the likelihood of a ruble-manat crisis, while this phenomenon may negatively/positively affect the foreign trade balance and may make it difficult/easier to import resources, goods and services between countries. This, in turn, adds significance to the task of further detailed structuring and analysis of exchange rate changes in RUB/AZN in the face of increased sanction pressures against Russia, thereby actualizing the development of the retrospective part of the study.
论卢布/AZN汇率计量经济模型中谐波与多项式的结合
对2017年5月11日至2018年11月2日期间卢布/阿元汇率波动较大的每日观测结果所形成的时间序列进行组合多项式和谱分析,并基于计算机计量经济学建模。研究的目的。用非线性多项式趋势和相对于该曲线的各种频率的谐波振荡相结合的近似来描述全局速率动力学的可能性;计算振幅和相位的能力,可以用来估计傅立叶近似的功率谱;开发高精度算法预测卢布/AZN汇率变化的能力。材料和方法。使用了阿塞拜疆国家统计委员会的官方统计数字;经典的数学分析和经济分析方法;采用计量经济学方法、调和(傅立叶)分析方法、统计谱分析方法、MS Excel插件中的“傅立叶分析”方法、Eviews 8应用程序包中的工具,并考虑到标准差和平均近似误差,以及识别和估计模型参数并检查其充分性和准确性所需的必要统计程序。通过将给定时间序列的经验分析分解为时间尺度多项式和时频分量。揭示了11次多项式的最优变分次组合以及所有可能的离散频率的正弦和余弦的谐波数。这一结果使我们能够重新考虑卢布/AZN汇率压力对俄罗斯与阿塞拜疆对外贸易平衡的不对称影响。汇率压力的增加/减少会影响卢布-马纳特危机的可能性,而这种现象可能会对外贸平衡产生消极/积极的影响,并可能使各国之间进口资源、货物和服务变得困难/容易。这反过来又对在俄罗斯面临越来越大的制裁压力的情况下,进一步详细地构建和分析卢布/亚元汇率变化的任务具有重要意义,从而实现了研究回顾部分的发展。
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来源期刊
CiteScore
8.50
自引率
0.00%
发文量
175
期刊介绍: The Review of Economics and Statistics is a 100-year-old general journal of applied (especially quantitative) economics. Edited at the Harvard Kennedy School, the Review has published some of the most important articles in empirical economics.
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