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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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Autores principales: Chan Phooi M’ng, Jacinta, Zainudin, Rozaimah
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5004863/
https://www.ncbi.nlm.nih.gov/pubmed/27574972
http://dx.doi.org/10.1371/journal.pone.0160931
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author Chan Phooi M’ng, Jacinta
Zainudin, Rozaimah
author_facet Chan Phooi M’ng, Jacinta
Zainudin, Rozaimah
author_sort Chan Phooi M’ng, Jacinta
collection PubMed
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.
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spelling pubmed-50048632016-09-12 Assessing the Efficacy of Adjustable Moving Averages Using ASEAN-5 Currencies Chan Phooi M’ng, Jacinta Zainudin, Rozaimah PLoS One Research Article 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. Public Library of Science 2016-08-30 /pmc/articles/PMC5004863/ /pubmed/27574972 http://dx.doi.org/10.1371/journal.pone.0160931 Text en © 2016 Chan Phooi M’ng, Zainudin http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Chan Phooi M’ng, Jacinta
Zainudin, Rozaimah
Assessing the Efficacy of Adjustable Moving Averages Using ASEAN-5 Currencies
title 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_short Assessing the Efficacy of Adjustable Moving Averages Using ASEAN-5 Currencies
title_sort assessing the efficacy of adjustable moving averages using asean-5 currencies
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5004863/
https://www.ncbi.nlm.nih.gov/pubmed/27574972
http://dx.doi.org/10.1371/journal.pone.0160931
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