International Journal of Sciences · 2018 · 26 citations · 2 references
BusinessBusiness EconomicsEconomicsEconometricsForecastingTime Series AnalysisEconomic ForecastingForecast EvaluationForecasting MethodsSeasonal ForecastingSeasonality AnalysisTime Series ForecastingBox-jenkins MethodologyForecast Performance EvaluationInflation ForecastingPrice Seasonality AnalysisSeasonal Regression ModelsSeasonal Trend PredictionUnivariate AnalysisUnivariate Forecasting
In this empirical work, cognisance has been given to providing a review of literature on the seasonal Box-Jenkins modelling, particularly with reference to a univariate model. Seasonal pattern of Headline Consumer Price Index (HCPI) has been produced for Sierra Leone and with EVIEWS making use of best model selection of (6,0)(0,0). Data were seasonally adjusted with iteration and sufficient diagnostic test outcomes showing that forecast using Static method yielded best outcome, with Year-on-Year inflation over the three monthly period forecasted outcomes. The correlogram of the resultant series revealed very stable outcome of the results, while MAPE for the forecast evaluation revealing marginal error for the outcome, indicating that the model is quite adequate with the chosen methodology.
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Time Series Analysis: Forecasting and Control
Beat Kleiner, G. E. P. Box, G. J. Jenkins · Technometrics · 1977 · 3.8K citations
Computing, Data Science, Forecasting +11