On Stiffness in Affine Asset Pricing Models

Economic and econometric analysis of continuous-time affine asset pricing models often necessitates solving systems of ordinary differential equations (ODEs) numerically. Explicit Runge-Kutta (ERK) methods have been suggested to solve these ODEs both in the theoretical finance literature and in the...

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Main Author: YU, Jun
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Language:English
Published: Institutional Knowledge at Singapore Management University 2005
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Online Access:https://ink.library.smu.edu.sg/soe_research/880
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spelling sg-smu-ink.soe_research-18792010-09-23T05:48:03Z On Stiffness in Affine Asset Pricing Models YU, Jun Economic and econometric analysis of continuous-time affine asset pricing models often necessitates solving systems of ordinary differential equations (ODEs) numerically. Explicit Runge-Kutta (ERK) methods have been suggested to solve these ODEs both in the theoretical finance literature and in the financial econometrics literature. In this paper we show that under many empirically relevant circumstances the ODEs involve stiffness, a phenomenon which leads to some practical difficulties for numerical methods with a finite region of absolute stability, including the whole class of ERK methods. The difficulties are highlighted in the present paper in the context of pricing zero coupon bonds as well as econometric estimation of dynamic term structure models via the empirical characteristic function. To overcome the numerical difficulties, we propose to use implicit numerical methods for the ODEs. The performances of these implicit methods relative to certain widely used ERK methods are examined in context of bond pricing and parameter estimation. The results show that the implicit methods greatly improve the numerical efficiency. 2005-08-01T07:00:00Z text https://ink.library.smu.edu.sg/soe_research/880 Research Collection School Of Economics eng Institutional Knowledge at Singapore Management University Econometrics
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Econometrics
spellingShingle Econometrics
YU, Jun
On Stiffness in Affine Asset Pricing Models
description Economic and econometric analysis of continuous-time affine asset pricing models often necessitates solving systems of ordinary differential equations (ODEs) numerically. Explicit Runge-Kutta (ERK) methods have been suggested to solve these ODEs both in the theoretical finance literature and in the financial econometrics literature. In this paper we show that under many empirically relevant circumstances the ODEs involve stiffness, a phenomenon which leads to some practical difficulties for numerical methods with a finite region of absolute stability, including the whole class of ERK methods. The difficulties are highlighted in the present paper in the context of pricing zero coupon bonds as well as econometric estimation of dynamic term structure models via the empirical characteristic function. To overcome the numerical difficulties, we propose to use implicit numerical methods for the ODEs. The performances of these implicit methods relative to certain widely used ERK methods are examined in context of bond pricing and parameter estimation. The results show that the implicit methods greatly improve the numerical efficiency.
format text
author YU, Jun
author_facet YU, Jun
author_sort YU, Jun
title On Stiffness in Affine Asset Pricing Models
title_short On Stiffness in Affine Asset Pricing Models
title_full On Stiffness in Affine Asset Pricing Models
title_fullStr On Stiffness in Affine Asset Pricing Models
title_full_unstemmed On Stiffness in Affine Asset Pricing Models
title_sort on stiffness in affine asset pricing models
publisher Institutional Knowledge at Singapore Management University
publishDate 2005
url https://ink.library.smu.edu.sg/soe_research/880
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