A comparison between single exponential smoothing (SES), double exponential smoothing (DES), holt’s (brown) and adaptive response rate exponential smoothing (ARRES) techniques in forecasting Malaysia population
DOI:
https://doi.org/10.14419/gjma.v2i4.3253الملخص
This research develops techniques which are helpful in forecasting univariate time series data. The techniques used in this study are Single Exponential Smoothing (SES), Double Exponential Smoothing (DES), Holt’s (Brown) and Adaptive Response Rate Exponential Smoothing (ARRES) Techniques. For the purpose of this study, secondary data of Malaysia Population covering the period 1957 up to 2013 was obtained from the Department of Statistics Malaysia. From the result obtained, Holt’s method was found to be the best method to forecast the Malaysia population since it produces the lowest Mean Square Error (MSE) value which is 38,273.3 compared to 210,480.29 for SES, 38,827.7 for DEB and 209,835.8 for ARRES techniques.
Keywords: Univariate, Forecasting, Single Exponential Smoothing, Double Exponential Smoothing, And Adaptive Response Rate Exponential Smoothing, Holt’s (Brown).
المراجع
Alias Lazim (2011) Introductory business forecasting: A practical approach (3rd Ed.). University Publication Centre (UPENA), UiTM 2005, 2007, 2011.
Eva Ostertagová ET. al., (2011) Modelling of Mechanical and Mechatronic systems,Technical University of Košice, Faculty of Electrical Engineering and Informatics, Department of Mathematics and Theoretical Informatics, Němcovej 32, 042 00 Košice, Slovak republic.
Klaus Prettner and Alexia Prskawetz (2009)Decreasing Fertility, Economic Growth and the Intergenerational Wage Gap, Vienna Institute of Demography Austrian Academy of Sciences.
Prajakta S. Kalekar (2004). Time series forecasting using Holt-Winters Exponential Smoothing. Kanwal Rekhi School of Information Technology.
Steven W. Sinding (2009) Population, poverty and economic development doi:10.1098/rstb.2009.0145Phil. Trans. R. Soc. B 27 October 2009 vol. 364 no. 1532 3023-3030.
Zarinah Mahari, Wan Roslida Othman, Noor Masayu Mhd Khalili, Sabariah Esa and Nadia Miskiman (2011) Demographic Transition in Malaysia: The Changing Roles of Women”15th Conference of Commonwealth Statisticians, New Delhi, India.
التنزيلات
منشور
إصدار
القسم
الرخصة
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal''s published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).
