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...

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Published in:Journal of Economic Structures
Main Author: Karia A.A.B.
Format: Article
Language:English
Published: Springer Science and Business Media Deutschland GmbH 2021
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85106906961&doi=10.1186%2fs40008-021-00236-6&partnerID=40&md5=949084c7c26eaf6ce0827141c46ee186
id 2-s2.0-85106906961
spelling 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
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