Hedging Interest-Rate Options Using Principal Components Analysis

It is often a goal of the risk management of a portfolio of interest rate sensitive instruments to minimize the impact of movements in market rates on the value of the portfolio. This can be done by considering the sensitivity of the portfolio to each of the market rates that are used to bootstrap a...

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Main Author: Bhamani, Feroz
Format: Dissertation
Language:English
Published: University of Cape Town 2019
Subjects:
Online Access:http://hdl.handle.net/11427/29250
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spelling ndltd-netd.ac.za-oai-union.ndltd.org-uct-oai-localhost-11427-292502020-10-06T05:11:17Z Hedging Interest-Rate Options Using Principal Components Analysis Bhamani, Feroz Mathematical Finance It is often a goal of the risk management of a portfolio of interest rate sensitive instruments to minimize the impact of movements in market rates on the value of the portfolio. This can be done by considering the sensitivity of the portfolio to each of the market rates that are used to bootstrap a yield curve. However, this is likely to lead to an excessive amount of trading due to an investment in a large number of hedging securities. As an alternative, we consider using principal components analysis (PCA) to condense most of the variability in the market rates into a much smaller number of risk factors, called the principal components. One can then construct a hedging portfolio so as to make the portfolio immune to shocks in these principal components, and hence to the most common movements in the yield curve. We compare the effectiveness of these two hedging strategies for hedging a portfolio of interest-rate options, both in the absence and presence of transaction costs. We also consider the additional feature of being able to update each hedging methodology on a daily basis and rebalance the hedge portfolios accordingly. 2019-02-04T12:01:15Z 2019-02-04T12:01:15Z 2018 2019-02-02T08:29:07Z Master Thesis Masters MPhil http://hdl.handle.net/11427/29250 eng application/pdf University of Cape Town Faculty of Commerce African Institute of Financial Markets and Risk Management
collection NDLTD
language English
format Dissertation
sources NDLTD
topic Mathematical Finance
spellingShingle Mathematical Finance
Bhamani, Feroz
Hedging Interest-Rate Options Using Principal Components Analysis
description It is often a goal of the risk management of a portfolio of interest rate sensitive instruments to minimize the impact of movements in market rates on the value of the portfolio. This can be done by considering the sensitivity of the portfolio to each of the market rates that are used to bootstrap a yield curve. However, this is likely to lead to an excessive amount of trading due to an investment in a large number of hedging securities. As an alternative, we consider using principal components analysis (PCA) to condense most of the variability in the market rates into a much smaller number of risk factors, called the principal components. One can then construct a hedging portfolio so as to make the portfolio immune to shocks in these principal components, and hence to the most common movements in the yield curve. We compare the effectiveness of these two hedging strategies for hedging a portfolio of interest-rate options, both in the absence and presence of transaction costs. We also consider the additional feature of being able to update each hedging methodology on a daily basis and rebalance the hedge portfolios accordingly.
author Bhamani, Feroz
author_facet Bhamani, Feroz
author_sort Bhamani, Feroz
title Hedging Interest-Rate Options Using Principal Components Analysis
title_short Hedging Interest-Rate Options Using Principal Components Analysis
title_full Hedging Interest-Rate Options Using Principal Components Analysis
title_fullStr Hedging Interest-Rate Options Using Principal Components Analysis
title_full_unstemmed Hedging Interest-Rate Options Using Principal Components Analysis
title_sort hedging interest-rate options using principal components analysis
publisher University of Cape Town
publishDate 2019
url http://hdl.handle.net/11427/29250
work_keys_str_mv AT bhamaniferoz hedginginterestrateoptionsusingprincipalcomponentsanalysis
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