Forecasting Malaysian ringgit using exponential smoothing techniques / Noreha Mohamed Yusof ... [et al.]

Mohamed Yusof, Noreha and Amit, Norani and Mahad, Nor Faradilah and Mohd Yusop, Noorezatty (2021) Forecasting Malaysian ringgit using exponential smoothing techniques / Noreha Mohamed Yusof ... [et al.]. Journal of Computing Research and Innovation (JCRINN), 6 (2): 1. pp. 1-10. ISSN 2600-8793

Abstract

Forecasting the foreign currency exchange is a challenging task since it is influenced by political, economic and psychological factors. This paper focuses on the forecasting Malaysian Ringgit (MYR) exchange rate against the United States Dollar (USD) using Exponential Smoothing Techniques which are Single Exponential Smoothing, Double Exponential Smoothing, and Holt’s method. The objectives of this paper are to identify the best Exponential Smoothing Technique that describes MYR for 5 years period and to forecast MYR 12 months ahead by using the best Exponential Smoothing Technique. The comparison between these techniques is also made and the best one will be selected to forecast the MYR exchange rate against USD. The result showed that Holt’s method has the smallest value of error measure which depending on the Mean Square Error (MSE) and Mean Absolute Percentage Error (MAPE) for the evaluation part. The MSE is 1.43915x10-14 and MAPE is 2.5413 x 10-6. Meanwhile, the forecast value of MYR in August 2019 is RM 4.30226.

Metadata

Item Type: Article
Creators:
Creators
Email / ID Num.
Mohamed Yusof, Noreha
noreh144@uitm.edu.my
Amit, Norani
UNSPECIFIED
Mahad, Nor Faradilah
UNSPECIFIED
Mohd Yusop, Noorezatty
UNSPECIFIED
Subjects: H Social Sciences > HG Finance > Money > Money market
Q Science > QA Mathematics > Time-series analysis
Divisions: Universiti Teknologi MARA, Negeri Sembilan > Seremban Campus > Faculty of Computer and Mathematical Sciences
Journal or Publication Title: Journal of Computing Research and Innovation (JCRINN)
UiTM Journal Collections: UiTM Journal > Journal of Computing Research and Innovation (JCRINN)
ISSN: 2600-8793
Volume: 6
Number: 2
Page Range: pp. 1-10
Keywords: Exponential smoothing, forecasting, univariate model
Date: 2021
URI: https://ir.uitm.edu.my/id/eprint/60008
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