Pattern prediction of crude oil using regression moderated with Markov switching model

Scarcity of refined products for long time does contribute to economic backwardness and de-industrialization of most sub-Saharan African and the Organization of Petroleum Exporting Countries (OPEC). Institutional quality and managerial transparency absence impacted the downstream sub-sector negative...

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Main Authors: Zhou, Ding, Qazi, Atika, Raj, Ram Gopal, Liew, Haw Ling, Eledo, Celestine O.
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Published: Faculty of Computer Science and Information Technology, University of Malaya 2019
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Online Access:http://eprints.um.edu.my/22896/
https://doi.org/10.22452/mjcs.vol32no2.5
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spelling my.um.eprints.228962019-10-31T08:41:08Z http://eprints.um.edu.my/22896/ Pattern prediction of crude oil using regression moderated with Markov switching model Zhou, Ding Qazi, Atika Raj, Ram Gopal Liew, Haw Ling Eledo, Celestine O. QA75 Electronic computers. Computer science TJ Mechanical engineering and machinery Scarcity of refined products for long time does contribute to economic backwardness and de-industrialization of most sub-Saharan African and the Organization of Petroleum Exporting Countries (OPEC). Institutional quality and managerial transparency absence impacted the downstream sub-sector negatively and induces Nigeria to import 80% refined products despite its huge crude oil exports. We have used Markov-switching models, a stochastic technique capable of capturing statistical knowledge to moderate Newton Series Polynomial generated on a best linear slope equation. And postulate that with less than 70% annual refinery utilization and undemocratic institutional performance, the Nigerian state will continue to experience resource curse syndrome. Continuation of Nigeria's mono-product economic structure having demonstrated a dismal performance to the economy may curse doom for the nation if it ignores calls for more domestically refined products. This paper offers an oil utilization directional guide to economic development in oil rich nations as against historical illustration of resources rich nations' failure to develop fast. However, if Nigeria chooses to maintain its current crude oil exports status industrialization is foregone. Faculty of Computer Science and Information Technology, University of Malaya 2019 Article PeerReviewed Zhou, Ding and Qazi, Atika and Raj, Ram Gopal and Liew, Haw Ling and Eledo, Celestine O. (2019) Pattern prediction of crude oil using regression moderated with Markov switching model. Malaysian Journal of Computer Science, 32 (2). pp. 149-162. ISSN 0127-9084 https://doi.org/10.22452/mjcs.vol32no2.5 doi:10.22452/mjcs.vol32no2.5
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic QA75 Electronic computers. Computer science
TJ Mechanical engineering and machinery
spellingShingle QA75 Electronic computers. Computer science
TJ Mechanical engineering and machinery
Zhou, Ding
Qazi, Atika
Raj, Ram Gopal
Liew, Haw Ling
Eledo, Celestine O.
Pattern prediction of crude oil using regression moderated with Markov switching model
description Scarcity of refined products for long time does contribute to economic backwardness and de-industrialization of most sub-Saharan African and the Organization of Petroleum Exporting Countries (OPEC). Institutional quality and managerial transparency absence impacted the downstream sub-sector negatively and induces Nigeria to import 80% refined products despite its huge crude oil exports. We have used Markov-switching models, a stochastic technique capable of capturing statistical knowledge to moderate Newton Series Polynomial generated on a best linear slope equation. And postulate that with less than 70% annual refinery utilization and undemocratic institutional performance, the Nigerian state will continue to experience resource curse syndrome. Continuation of Nigeria's mono-product economic structure having demonstrated a dismal performance to the economy may curse doom for the nation if it ignores calls for more domestically refined products. This paper offers an oil utilization directional guide to economic development in oil rich nations as against historical illustration of resources rich nations' failure to develop fast. However, if Nigeria chooses to maintain its current crude oil exports status industrialization is foregone.
format Article
author Zhou, Ding
Qazi, Atika
Raj, Ram Gopal
Liew, Haw Ling
Eledo, Celestine O.
author_facet Zhou, Ding
Qazi, Atika
Raj, Ram Gopal
Liew, Haw Ling
Eledo, Celestine O.
author_sort Zhou, Ding
title Pattern prediction of crude oil using regression moderated with Markov switching model
title_short Pattern prediction of crude oil using regression moderated with Markov switching model
title_full Pattern prediction of crude oil using regression moderated with Markov switching model
title_fullStr Pattern prediction of crude oil using regression moderated with Markov switching model
title_full_unstemmed Pattern prediction of crude oil using regression moderated with Markov switching model
title_sort pattern prediction of crude oil using regression moderated with markov switching model
publisher Faculty of Computer Science and Information Technology, University of Malaya
publishDate 2019
url http://eprints.um.edu.my/22896/
https://doi.org/10.22452/mjcs.vol32no2.5
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score 13.211869