Cargando…
Modeling the Commodity Prices of Base Metals in Indian Commodity Market Using a Higher Order Markovian Approach
A higher order Markovian (HOM) model to capture the dynamics of commodity prices is proposed as an alternative to a Markovian model. In particular, the order of the former model, is taken to be the delay, in the response of the industry, to the market information. This is then empirically analyzed f...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer India
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8598939/ https://www.ncbi.nlm.nih.gov/pubmed/34812226 http://dx.doi.org/10.1007/s40953-021-00258-8 |
_version_ | 1784600835993370624 |
---|---|
author | Nag, Suryadeepto Basu, Sankarshan Chakrabarty, Siddhartha P. |
author_facet | Nag, Suryadeepto Basu, Sankarshan Chakrabarty, Siddhartha P. |
author_sort | Nag, Suryadeepto |
collection | PubMed |
description | A higher order Markovian (HOM) model to capture the dynamics of commodity prices is proposed as an alternative to a Markovian model. In particular, the order of the former model, is taken to be the delay, in the response of the industry, to the market information. This is then empirically analyzed for the prices of copper mini and four other bases metals, namely aluminum, lead, nickel and zinc, in the Indian commodities market. In case of copper mini, the usage of the HOM approach consistently offered improvement, over the Markovian approach, in terms of the errors in forecasting. Similar trends were observed for the other base metals considered, with the exception of aluminum, which can be attributed to the volatility in the Asian market during the COVID-19 outbreak. |
format | Online Article Text |
id | pubmed-8598939 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer India |
record_format | MEDLINE/PubMed |
spelling | pubmed-85989392021-11-18 Modeling the Commodity Prices of Base Metals in Indian Commodity Market Using a Higher Order Markovian Approach Nag, Suryadeepto Basu, Sankarshan Chakrabarty, Siddhartha P. J Quant Econ Original Article A higher order Markovian (HOM) model to capture the dynamics of commodity prices is proposed as an alternative to a Markovian model. In particular, the order of the former model, is taken to be the delay, in the response of the industry, to the market information. This is then empirically analyzed for the prices of copper mini and four other bases metals, namely aluminum, lead, nickel and zinc, in the Indian commodities market. In case of copper mini, the usage of the HOM approach consistently offered improvement, over the Markovian approach, in terms of the errors in forecasting. Similar trends were observed for the other base metals considered, with the exception of aluminum, which can be attributed to the volatility in the Asian market during the COVID-19 outbreak. Springer India 2021-11-18 2022 /pmc/articles/PMC8598939/ /pubmed/34812226 http://dx.doi.org/10.1007/s40953-021-00258-8 Text en © The Author(s), under exclusive licence to The Indian Econometric Society 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Article Nag, Suryadeepto Basu, Sankarshan Chakrabarty, Siddhartha P. Modeling the Commodity Prices of Base Metals in Indian Commodity Market Using a Higher Order Markovian Approach |
title | Modeling the Commodity Prices of Base Metals in Indian Commodity Market Using a Higher Order Markovian Approach |
title_full | Modeling the Commodity Prices of Base Metals in Indian Commodity Market Using a Higher Order Markovian Approach |
title_fullStr | Modeling the Commodity Prices of Base Metals in Indian Commodity Market Using a Higher Order Markovian Approach |
title_full_unstemmed | Modeling the Commodity Prices of Base Metals in Indian Commodity Market Using a Higher Order Markovian Approach |
title_short | Modeling the Commodity Prices of Base Metals in Indian Commodity Market Using a Higher Order Markovian Approach |
title_sort | modeling the commodity prices of base metals in indian commodity market using a higher order markovian approach |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8598939/ https://www.ncbi.nlm.nih.gov/pubmed/34812226 http://dx.doi.org/10.1007/s40953-021-00258-8 |
work_keys_str_mv | AT nagsuryadeepto modelingthecommoditypricesofbasemetalsinindiancommoditymarketusingahigherordermarkovianapproach AT basusankarshan modelingthecommoditypricesofbasemetalsinindiancommoditymarketusingahigherordermarkovianapproach AT chakrabartysiddharthap modelingthecommoditypricesofbasemetalsinindiancommoditymarketusingahigherordermarkovianapproach |