The role of oil price in the forecasts of agricultural commodity prices
© Springer International Publishing AG 2018. The objective of this paper is to examine whether including oil price to the agricultural prices forecasting model can improve the forecasting performance. We employ linear Bayesian vector autoregressive (BVAR) and Markov switching Bayesian vector autoreg...
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th-cmuir.6653943832-585342018-09-05T04:26:00Z The role of oil price in the forecasts of agricultural commodity prices Rossarin Osathanunkul Chatchai Khiewngamdee Woraphon Yamaka Songsak Sriboonchitta Computer Science © Springer International Publishing AG 2018. The objective of this paper is to examine whether including oil price to the agricultural prices forecasting model can improve the forecasting performance. We employ linear Bayesian vector autoregressive (BVAR) and Markov switching Bayesian vector autoregressive (MS-BVAR) as innovation tools to generate the out-of-sample forecast for the agricultural prices as well as compare the performance of these two forecasting models. The results show that the model which includes the information of oil price and its shock outperforms other models. More importantly, linear model performs well in one- to three-step-ahead forecasting, while Markov switching model presents greater forecasting accuracy in the longer time horizon. 2018-09-05T04:26:00Z 2018-09-05T04:26:00Z 2018-01-01 Book Series 1860949X 2-s2.0-85037843947 10.1007/978-3-319-70942-0_30 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85037843947&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/58534 |
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Computer Science Rossarin Osathanunkul Chatchai Khiewngamdee Woraphon Yamaka Songsak Sriboonchitta The role of oil price in the forecasts of agricultural commodity prices |
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© Springer International Publishing AG 2018. The objective of this paper is to examine whether including oil price to the agricultural prices forecasting model can improve the forecasting performance. We employ linear Bayesian vector autoregressive (BVAR) and Markov switching Bayesian vector autoregressive (MS-BVAR) as innovation tools to generate the out-of-sample forecast for the agricultural prices as well as compare the performance of these two forecasting models. The results show that the model which includes the information of oil price and its shock outperforms other models. More importantly, linear model performs well in one- to three-step-ahead forecasting, while Markov switching model presents greater forecasting accuracy in the longer time horizon. |
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Book Series |
author |
Rossarin Osathanunkul Chatchai Khiewngamdee Woraphon Yamaka Songsak Sriboonchitta |
author_facet |
Rossarin Osathanunkul Chatchai Khiewngamdee Woraphon Yamaka Songsak Sriboonchitta |
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Rossarin Osathanunkul |
title |
The role of oil price in the forecasts of agricultural commodity prices |
title_short |
The role of oil price in the forecasts of agricultural commodity prices |
title_full |
The role of oil price in the forecasts of agricultural commodity prices |
title_fullStr |
The role of oil price in the forecasts of agricultural commodity prices |
title_full_unstemmed |
The role of oil price in the forecasts of agricultural commodity prices |
title_sort |
role of oil price in the forecasts of agricultural commodity prices |
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2018 |
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https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85037843947&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/58534 |
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