尼日利亚通货膨胀率和原油价格的马尔可夫切换截距向量自回归模型(MSI(2)-VAR(2))(使用视图11)

L Wiri, P. Sibeate, D. E. Isaac
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引用次数: 0

摘要

为了建立通货膨胀率和原油价格的模型,我们使用了马尔可夫切换截距异方差向量自回归模型。这项分析的数据是从尼日利亚中央银行每月统计公报中收集的。时间图显示的上升和下降趋势表明,该序列呈现出一种状态切换模式:扩张期和收缩期。变量在第一次差异时是平稳的,使用增强Dickey-Fuller检验来筛选平稳性。采用信息准则对制度数量进行检验,选择制度2。对MSI-VAR模型估计了8个模型。以AIC(8.596641)和SC(8.973119)为最小信息准则,选取马尔可夫切换截距异方差-向量自回归模型(MSIH(2)- var(2))作为最佳模型。该模型用于预测一年周期(12个月)的序列值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Markov Switching Intercept Vector Autoregressive Model (MSI(2)-VAR(2)) of Nigeria Inflation Rate and Crude Oil Price (Using Views 11)
To model inflation rate and crude oil prices, we used Markov Switching intercept heteroscedasticity Vector Autoregressive models. The data for this analysis was gathered from the Central Bank of Nigeria Statistical Bulletin monthly. The upward and downward movement in the series revealed by the time plot suggests that the series exhibit a regime-switching pattern: the period of expansion and contraction. The variable was stationary at first differences, the Augmented Dickey-Fuller test was used to screen for stationarity. The information criteria were used to test the number of regime and regime two were selected. Eight models were estimated for the MSI-VAR model. The best model was chosen based on the criterion of least information criterion, Markov-switching intercept heteroscedasticity – Vector Autoregressive model (MSIH(2)-VAR(2)) with AIC (8.596641) and SC (8.973119). The model was used to predict the series' values over a one-year cycle (12 months).
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