Prediction by using spectral analysis and artificial neural networks methodologies : comparison study
Other Title(s)
التنبؤ باستخدام التحليل الطيفي و الشبكات العصبية الاصطناعية : دراسة مقارنة
Joint Authors
Abdun, Iman Yusuf
al-Sharut, Muhammad Habib
Source
al-Qadisiyah Journal for Computer Science and Mathematics
Issue
Vol. 9, Issue 2 (31 Dec. 2017), pp.17-33, 17 p.
Publisher
University of al-Qadisiyah College of computer Science and Information Technology
Publication Date
2017-12-31
Country of Publication
Iraq
No. of Pages
17
Main Subjects
Abstract EN
The variations in exchange rate, especially the sudden unexpected increases and decreases, have significant impact on the national economy of any country.
Iraq is no exception; therefore, the accurate forecasting of exchange rate of Iraqi dinar to US dollar plays an important role in the planning and decision-making processes as well as the maintenance of a stable economy in Iraq.
This research aims to compare spectral analysis methodology to artificial neural networks in terms of forecasting the exchange rate of Iraqi dinar to US dollar based on data provided by the Iraqi Central Bank for the period 30/01/2004 and 30/12/2014.
Based on the Mean Square Error (MSE), the Mean Absolute Error (MAE), and the Mean Absolute Percentage Error (MAPE) as criteria to compare the two methodologies, it was concluded that is artificial neural networks better than spectral analysis approach in forecasting.
American Psychological Association (APA)
Abdun, Iman Yusuf& al-Sharut, Muhammad Habib. 2017. Prediction by using spectral analysis and artificial neural networks methodologies : comparison study. al-Qadisiyah Journal for Computer Science and Mathematics،Vol. 9, no. 2, pp.17-33.
https://search.emarefa.net/detail/BIM-795347
Modern Language Association (MLA)
Abdun, Iman Yusuf& al-Sharut, Muhammad Habib. Prediction by using spectral analysis and artificial neural networks methodologies : comparison study. al-Qadisiyah Journal for Computer Science and Mathematics Vol. 9, no. 2 (2017), pp.17-33.
https://search.emarefa.net/detail/BIM-795347
American Medical Association (AMA)
Abdun, Iman Yusuf& al-Sharut, Muhammad Habib. Prediction by using spectral analysis and artificial neural networks methodologies : comparison study. al-Qadisiyah Journal for Computer Science and Mathematics. 2017. Vol. 9, no. 2, pp.17-33.
https://search.emarefa.net/detail/BIM-795347
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 32-33
Record ID
BIM-795347