Essays in commodities and freight markets

Chapter 1: Structural Changes in Functional Curves: Estimation and Testing Abstract: This paper considers the estimation and testing of structural changes in functional curves that occurs at an unknown date. The functional principal component analysis is applied to the random functional curves, deco...

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Main Author: YAP, Nelson
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Language:English
Published: Institutional Knowledge at Singapore Management University 2018
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Online Access:https://ink.library.smu.edu.sg/etd_coll/167
https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=1167&context=etd_coll
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spelling sg-smu-ink.etd_coll-11672019-05-17T08:29:40Z Essays in commodities and freight markets YAP, Nelson Chapter 1: Structural Changes in Functional Curves: Estimation and Testing Abstract: This paper considers the estimation and testing of structural changes in functional curves that occurs at an unknown date. The functional principal component analysis is applied to the random functional curves, decomposing them into interpretable simple latent functions and random scalars. We model the random scalars using a simple autoregressive model and test for a change in parameters that occur at an unknown date. This method is applied to the crude oil futures market to estimate and date possible structural breaks during OPEC announcement periods from 1984 to 2017. 2018-01-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/etd_coll/167 https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=1167&context=etd_coll http://creativecommons.org/licenses/by-nc-nd/4.0/ Dissertations and Theses Collection (Open Access) eng Institutional Knowledge at Singapore Management University Structural breaks Functional principal component analysis OPEC and the energy market Freight options Implied volatility Fundamental analysis Finance Finance and Financial Management
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Structural breaks
Functional principal component analysis
OPEC and the energy market
Freight options
Implied volatility
Fundamental analysis
Finance
Finance and Financial Management
spellingShingle Structural breaks
Functional principal component analysis
OPEC and the energy market
Freight options
Implied volatility
Fundamental analysis
Finance
Finance and Financial Management
YAP, Nelson
Essays in commodities and freight markets
description Chapter 1: Structural Changes in Functional Curves: Estimation and Testing Abstract: This paper considers the estimation and testing of structural changes in functional curves that occurs at an unknown date. The functional principal component analysis is applied to the random functional curves, decomposing them into interpretable simple latent functions and random scalars. We model the random scalars using a simple autoregressive model and test for a change in parameters that occur at an unknown date. This method is applied to the crude oil futures market to estimate and date possible structural breaks during OPEC announcement periods from 1984 to 2017.
format text
author YAP, Nelson
author_facet YAP, Nelson
author_sort YAP, Nelson
title Essays in commodities and freight markets
title_short Essays in commodities and freight markets
title_full Essays in commodities and freight markets
title_fullStr Essays in commodities and freight markets
title_full_unstemmed Essays in commodities and freight markets
title_sort essays in commodities and freight markets
publisher Institutional Knowledge at Singapore Management University
publishDate 2018
url https://ink.library.smu.edu.sg/etd_coll/167
https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=1167&context=etd_coll
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