Assessing the Efficacy of Adjustable Moving Averages Using ASEAN-5 Currencies.

The objective of this research is to examine the trends in the exchange rate markets of the ASEAN-5 countries (Indonesia (IDR), Malaysia (MYR), the Philippines (PHP), Singapore (SGD), and Thailand (THB)) through the application of dynamic moving average trading systems. This research offers evidence...

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Main Authors: Jacinta Chan Phooi M'ng, Rozaimah Zainudin
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2016-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5004863?pdf=render
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spelling doaj-6e53f0efa1484be1be11c21b90096d342020-11-25T01:46:10ZengPublic Library of Science (PLoS)PLoS ONE1932-62032016-01-01118e016093110.1371/journal.pone.0160931Assessing the Efficacy of Adjustable Moving Averages Using ASEAN-5 Currencies.Jacinta Chan Phooi M'ngRozaimah ZainudinThe objective of this research is to examine the trends in the exchange rate markets of the ASEAN-5 countries (Indonesia (IDR), Malaysia (MYR), the Philippines (PHP), Singapore (SGD), and Thailand (THB)) through the application of dynamic moving average trading systems. This research offers evidence of the usefulness of the time-varying volatility technical analysis indicator, Adjustable Moving Average (AMA') in deciphering trends in these ASEAN-5 exchange rate markets. This time-varying volatility factor, referred to as the Efficacy Ratio in this paper, is embedded in AMA'. The Efficacy Ratio adjusts the AMA' to the prevailing market conditions by avoiding whipsaws (losses due, in part, to acting on wrong trading signals, which generally occur when there is no general direction in the market) in range trading and by entering early into new trends in trend trading. The efficacy of AMA' is assessed against other popular moving-average rules. Based on the January 2005 to December 2014 dataset, our findings show that the moving averages and AMA' are superior to the passive buy-and-hold strategy. Specifically, AMA' outperforms the other models for the United States Dollar against PHP (USD/PHP) and USD/THB currency pairs. The results show that different length moving averages perform better in different periods for the five currencies. This is consistent with our hypothesis that a dynamic adjustable technical indicator is needed to cater for different periods in different markets.http://europepmc.org/articles/PMC5004863?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Jacinta Chan Phooi M'ng
Rozaimah Zainudin
spellingShingle Jacinta Chan Phooi M'ng
Rozaimah Zainudin
Assessing the Efficacy of Adjustable Moving Averages Using ASEAN-5 Currencies.
PLoS ONE
author_facet Jacinta Chan Phooi M'ng
Rozaimah Zainudin
author_sort Jacinta Chan Phooi M'ng
title Assessing the Efficacy of Adjustable Moving Averages Using ASEAN-5 Currencies.
title_short Assessing the Efficacy of Adjustable Moving Averages Using ASEAN-5 Currencies.
title_full Assessing the Efficacy of Adjustable Moving Averages Using ASEAN-5 Currencies.
title_fullStr Assessing the Efficacy of Adjustable Moving Averages Using ASEAN-5 Currencies.
title_full_unstemmed Assessing the Efficacy of Adjustable Moving Averages Using ASEAN-5 Currencies.
title_sort assessing the efficacy of adjustable moving averages using asean-5 currencies.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2016-01-01
description The objective of this research is to examine the trends in the exchange rate markets of the ASEAN-5 countries (Indonesia (IDR), Malaysia (MYR), the Philippines (PHP), Singapore (SGD), and Thailand (THB)) through the application of dynamic moving average trading systems. This research offers evidence of the usefulness of the time-varying volatility technical analysis indicator, Adjustable Moving Average (AMA') in deciphering trends in these ASEAN-5 exchange rate markets. This time-varying volatility factor, referred to as the Efficacy Ratio in this paper, is embedded in AMA'. The Efficacy Ratio adjusts the AMA' to the prevailing market conditions by avoiding whipsaws (losses due, in part, to acting on wrong trading signals, which generally occur when there is no general direction in the market) in range trading and by entering early into new trends in trend trading. The efficacy of AMA' is assessed against other popular moving-average rules. Based on the January 2005 to December 2014 dataset, our findings show that the moving averages and AMA' are superior to the passive buy-and-hold strategy. Specifically, AMA' outperforms the other models for the United States Dollar against PHP (USD/PHP) and USD/THB currency pairs. The results show that different length moving averages perform better in different periods for the five currencies. This is consistent with our hypothesis that a dynamic adjustable technical indicator is needed to cater for different periods in different markets.
url http://europepmc.org/articles/PMC5004863?pdf=render
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