A comparative study between holt's double exponential smoothing and fuzzy time series Markov chain in gold price forecasting / Jasmani Bidin ... [et al.]

Bidin, Jasmani and Syed Abas, Sharifah Fhahriyah and Sharif, Noorzila and Che Muhammad Fahimi, Che Afif Azhan and Ku Akil, Ku Azlina (2022) A comparative study between holt's double exponential smoothing and fuzzy time series Markov chain in gold price forecasting / Jasmani Bidin ... [et al.]. Journal of Computing Research and Innovation (JCRINN), 7 (2): 27. pp. 283-293. ISSN 2600-8793

Abstract

Gold price is important to a country’s economy as it can be used as a hedge against inflation especially during financial turmoil. Besides, the gold price also has an impact on the stock market price. As an investor, to make a good investment plan, information regarding the fluctuation price of gold is necessary to minimize the risk. Therefore, this study proposes to compare two of the forecasting models, namely Holt's Double Exponential Smoothing and Fuzzy Time Series Markov Chain to forecast the price of gold. Root Mean Square Error (RMSE) and Mean Absolute Percentage Error (MAPE) are used to determine a better forecasting model with smaller error. Initially, the data price of gold is analysed by using Durbin Watson Test to check the suitability of the data for time series analysis. The finding of this study shows that Fuzzy Time Series Markov Chain is more accurate in predicting gold price as compared to Holt’s Double Exponential Smoothing because it produces smaller values of RMSE and MAPE.

Metadata

Item Type: Article
Creators:
Creators
Email / ID Num.
Bidin, Jasmani
UNSPECIFIED
Syed Abas, Sharifah Fhahriyah
UNSPECIFIED
Sharif, Noorzila
UNSPECIFIED
Che Muhammad Fahimi, Che Afif Azhan
UNSPECIFIED
Ku Akil, Ku Azlina
UNSPECIFIED
Subjects: H Social Sciences > HG Finance > Money > Precious metals. Bullion
Q Science > QA Mathematics > Time-series analysis
Divisions: Universiti Teknologi MARA, Perlis > Arau 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: 7
Number: 2
Page Range: pp. 283-293
Keywords: Gold Price, Holt's Double Exponential Smoothing, Fuzzy Time Series Markov Chain, RMSE, MAPE
Date: 2022
URI: https://ir.uitm.edu.my/id/eprint/68970
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