BOND YIELD CURVE CONSTRUCTION USING HYBRID NM-SPIRAL OPTIMIZATION FOR NELSON-SIEGEL MODEL AND NELSON-SIEGEL-SVENSSON MODEL AND USING SMOOTHING SPLINE
The yield curve has an important role in the economy as a reference for determining the fair value of a bond, a benchmark for bond yields, and for summing up economic expectations. Several models that can be used to construct yield curve are the Nelson-Siegel (1987), the Nelson-Siegel-Svensson (1...
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id-itb.:745692023-07-18T09:23:06ZBOND YIELD CURVE CONSTRUCTION USING HYBRID NM-SPIRAL OPTIMIZATION FOR NELSON-SIEGEL MODEL AND NELSON-SIEGEL-SVENSSON MODEL AND USING SMOOTHING SPLINE Hanzel Hartono, Vincent Indonesia Final Project Yield curve, Nelson-Siegel model, Nelson-Siegel-Svensson model, Nelder-Mead optimization, spiral optimization, hybrid NM-Spiral optimization, smoothing spline. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/74569 The yield curve has an important role in the economy as a reference for determining the fair value of a bond, a benchmark for bond yields, and for summing up economic expectations. Several models that can be used to construct yield curve are the Nelson-Siegel (1987), the Nelson-Siegel-Svensson (1994), and the smoothing spline. These three models are applied to USA and Canadian government zerocoupon bond data. Parameter estimation for the Nelson-Siegel and Nelson-Siegel- Svensson models uses Nelder-Mead optimization, spiral optimization, and hybrid NM-spiral optimization methods. The Nelder-Mead optimization method turns out to give inconsistent results, depending on the initial iteration value. Meanwhile, the spiral optimization method gives better results even though it requires a longer computation time. If the results of the spiral optimization are used as the initial values for Nelder-Mead iterations in the hybrid NM-Spiral optimization, very good results are obtained with a relatively short computation time. Then, it turns out that the smoothing spline model has the ability to approach data better, especially on data with a large variation, even though the resulting curve tends to be wavy. The Nelson-Siegel and Nelson-Siegel-Svensson models provide a smoother curve than the smoothing spline model. Meanwhile, the Nelson-Siegel-Svensson model provides a better fit than the Nelson-Siegel model. text |
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The yield curve has an important role in the economy as a reference for determining
the fair value of a bond, a benchmark for bond yields, and for summing up
economic expectations. Several models that can be used to construct yield curve are
the Nelson-Siegel (1987), the Nelson-Siegel-Svensson (1994), and the smoothing
spline. These three models are applied to USA and Canadian government zerocoupon
bond data. Parameter estimation for the Nelson-Siegel and Nelson-Siegel-
Svensson models uses Nelder-Mead optimization, spiral optimization, and hybrid
NM-spiral optimization methods. The Nelder-Mead optimization method turns out
to give inconsistent results, depending on the initial iteration value. Meanwhile,
the spiral optimization method gives better results even though it requires a longer
computation time. If the results of the spiral optimization are used as the initial
values for Nelder-Mead iterations in the hybrid NM-Spiral optimization, very good
results are obtained with a relatively short computation time. Then, it turns out
that the smoothing spline model has the ability to approach data better, especially
on data with a large variation, even though the resulting curve tends to be wavy.
The Nelson-Siegel and Nelson-Siegel-Svensson models provide a smoother curve
than the smoothing spline model. Meanwhile, the Nelson-Siegel-Svensson model
provides a better fit than the Nelson-Siegel model. |
format |
Final Project |
author |
Hanzel Hartono, Vincent |
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Hanzel Hartono, Vincent BOND YIELD CURVE CONSTRUCTION USING HYBRID NM-SPIRAL OPTIMIZATION FOR NELSON-SIEGEL MODEL AND NELSON-SIEGEL-SVENSSON MODEL AND USING SMOOTHING SPLINE |
author_facet |
Hanzel Hartono, Vincent |
author_sort |
Hanzel Hartono, Vincent |
title |
BOND YIELD CURVE CONSTRUCTION USING HYBRID NM-SPIRAL OPTIMIZATION FOR NELSON-SIEGEL MODEL AND NELSON-SIEGEL-SVENSSON MODEL AND USING SMOOTHING SPLINE |
title_short |
BOND YIELD CURVE CONSTRUCTION USING HYBRID NM-SPIRAL OPTIMIZATION FOR NELSON-SIEGEL MODEL AND NELSON-SIEGEL-SVENSSON MODEL AND USING SMOOTHING SPLINE |
title_full |
BOND YIELD CURVE CONSTRUCTION USING HYBRID NM-SPIRAL OPTIMIZATION FOR NELSON-SIEGEL MODEL AND NELSON-SIEGEL-SVENSSON MODEL AND USING SMOOTHING SPLINE |
title_fullStr |
BOND YIELD CURVE CONSTRUCTION USING HYBRID NM-SPIRAL OPTIMIZATION FOR NELSON-SIEGEL MODEL AND NELSON-SIEGEL-SVENSSON MODEL AND USING SMOOTHING SPLINE |
title_full_unstemmed |
BOND YIELD CURVE CONSTRUCTION USING HYBRID NM-SPIRAL OPTIMIZATION FOR NELSON-SIEGEL MODEL AND NELSON-SIEGEL-SVENSSON MODEL AND USING SMOOTHING SPLINE |
title_sort |
bond yield curve construction using hybrid nm-spiral optimization for nelson-siegel model and nelson-siegel-svensson model and using smoothing spline |
url |
https://digilib.itb.ac.id/gdl/view/74569 |
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1822993865324363776 |