Generalized Affine Models

62 Pages Posted: 23 Mar 2009 Last revised: 16 Dec 2009

Bruno Feunou

Bank of Canada

Nour Meddahi

University of Toulouse 1 - Toulouse School of Economics (TSE)

Date Written: July 21, 2009

Abstract

Affine models are very popular in modeling financial time series as they allow for analytical calculation of prices of financial derivatives like treasury bonds and options. The main property of affine models is that the conditional cumulant function, defined as the logarithmic of the conditional characteristic function, is affine in the state variable. Consequently, an affine model is Markovian, like an autoregressive process, which is an empirical limitation. The paper generalizes affine models by adding in the current conditional cumulant function the lagged conditional cumulant function. Hence, generalized affine models are non-Markovian, such as ARMA and GARCH processes, allowing one to disentangle the short term and long-run dynamics of the process. Importantly, the new model keeps the tractability of prices of financial derivatives. This paper studies the statistical properties of the new model, derives its conditional and unconditional moments, as well as the conditional cumulant function of future aggregated values of the state variable, which is critical for pricing financial derivatives. It derives the analytical formulas of the term structure of interest rates and option prices. Different estimating methods are discussed including MLE, QML, GMM, and characteristic function based estimation methods. In a term structure of interest rate out-of-sample forecasting exercise, our results suggest that for a many horizons, a simple multivariate generalized affine model on observed yields predicts the whole term structure of the interest rate better than the VAR and the Nelson-Siegel’s model with AR(1) factor dynamic.

Keywords: Affine models, cumulant function, option pricing, term structure of interest rates

JEL Classification: C12, C13, C14, C22, C51, E43, G12

Suggested Citation

Feunou, Bruno and Meddahi, Nour, Generalized Affine Models (July 21, 2009). Available at SSRN: https://ssrn.com/abstract=1367033 or http://dx.doi.org/10.2139/ssrn.1367033

Bruno Feunou (Contact Author)

Bank of Canada ( email )

234 Wellington Street
Ottawa, Ontario K1A 0G9
Canada
613-782-8302 (Phone)

HOME PAGE: http://kamkui.net/

Nour Meddahi

University of Toulouse 1 - Toulouse School of Economics (TSE) ( email )

Place Anatole-France
Toulouse Cedex, F-31042
France

HOME PAGE: http://gremaq.univ-tlse1.fr/perso/meddahi/

Paper statistics

Downloads
269
Rank
93,726
Abstract Views
1,148