Are there any turning points for external debt in Malaysia? Case of adaptive neuro-fuzzy inference systems model
This paper intends to investigate whether the turning points exist between tax revenue, gross domestic product, government expenditure, and gross domestic saving towards Malaysia’s total external debt. The researcher implements the adaptive neuro-fuzzy inference system model to forecast the total ex...
Published in: | Journal of Economic Structures |
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Springer Science and Business Media Deutschland GmbH
2021
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2-s2.0-85106906961 Karia A.A.B. Are there any turning points for external debt in Malaysia? Case of adaptive neuro-fuzzy inference systems model 2021 Journal of Economic Structures 10 1 10.1186/s40008-021-00236-6 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85106906961&doi=10.1186%2fs40008-021-00236-6&partnerID=40&md5=949084c7c26eaf6ce0827141c46ee186 This paper intends to investigate whether the turning points exist between tax revenue, gross domestic product, government expenditure, and gross domestic saving towards Malaysia’s total external debt. The researcher implements the adaptive neuro-fuzzy inference system model to forecast the total external debt in Malaysia. The total external debt prediction then projects the three-dimensional surface diagrams to depict whether the turning points exist among the variables. This study’s empirical finding reveals that the turning points are noticeable between the tax revenue, gross domestic product, and gross domestic saving toward external debt in Malaysia. However, government expenditure depicts a direct relationship with external debt. This finding demonstrates that the anomaly between the theories and scholarly activities. This study also recommends that the tax revenue be collected at maximum holding the government expenditure and gross domestic product are maximum statistics to reduce Malaysia’s external debt. © 2021, The Author(s). Springer Science and Business Media Deutschland GmbH 21932409 English Article All Open Access; Gold Open Access |
author |
Karia A.A.B. |
spellingShingle |
Karia A.A.B. Are there any turning points for external debt in Malaysia? Case of adaptive neuro-fuzzy inference systems model |
author_facet |
Karia A.A.B. |
author_sort |
Karia A.A.B. |
title |
Are there any turning points for external debt in Malaysia? Case of adaptive neuro-fuzzy inference systems model |
title_short |
Are there any turning points for external debt in Malaysia? Case of adaptive neuro-fuzzy inference systems model |
title_full |
Are there any turning points for external debt in Malaysia? Case of adaptive neuro-fuzzy inference systems model |
title_fullStr |
Are there any turning points for external debt in Malaysia? Case of adaptive neuro-fuzzy inference systems model |
title_full_unstemmed |
Are there any turning points for external debt in Malaysia? Case of adaptive neuro-fuzzy inference systems model |
title_sort |
Are there any turning points for external debt in Malaysia? Case of adaptive neuro-fuzzy inference systems model |
publishDate |
2021 |
container_title |
Journal of Economic Structures |
container_volume |
10 |
container_issue |
1 |
doi_str_mv |
10.1186/s40008-021-00236-6 |
url |
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85106906961&doi=10.1186%2fs40008-021-00236-6&partnerID=40&md5=949084c7c26eaf6ce0827141c46ee186 |
description |
This paper intends to investigate whether the turning points exist between tax revenue, gross domestic product, government expenditure, and gross domestic saving towards Malaysia’s total external debt. The researcher implements the adaptive neuro-fuzzy inference system model to forecast the total external debt in Malaysia. The total external debt prediction then projects the three-dimensional surface diagrams to depict whether the turning points exist among the variables. This study’s empirical finding reveals that the turning points are noticeable between the tax revenue, gross domestic product, and gross domestic saving toward external debt in Malaysia. However, government expenditure depicts a direct relationship with external debt. This finding demonstrates that the anomaly between the theories and scholarly activities. This study also recommends that the tax revenue be collected at maximum holding the government expenditure and gross domestic product are maximum statistics to reduce Malaysia’s external debt. © 2021, The Author(s). |
publisher |
Springer Science and Business Media Deutschland GmbH |
issn |
21932409 |
language |
English |
format |
Article |
accesstype |
All Open Access; Gold Open Access |
record_format |
scopus |
collection |
Scopus |
_version_ |
1809678158746615808 |