Modelling the Density of Inflation Using Autoregressive Conditional Heteroscedasticity, Skewness, and Kurtosis Models

Autores/as

  • Doaa Akl Ahmed

DOI:

https://doi.org/10.29105/ensayos30.2-1

Palabras clave:

inflation targeting, conditional volatility, skewness and kurtosis, modelling uncertainty of inflation.

Resumen

The paper aimed at modelling the density of inflation based on time-varying conditional variance, skewness and kurtosis model developed by Leon, Rubio, and Serna (2005) who model higher-order moments as GARCH-type processes by applying a Gram-Charlier series expansion of the normal density function. Additionally, it extended their work by allowing both conditional skewness and kurtosis to have an asymmetry term. The results revealed the significant persistence in conditional variance, skewness and kurtosis which indicate high asymmetry of inflation. Additionally, diagnostic tests reveal that models with nonconstant volatility, skewness and kurtosis are superior to models that keep them invariant.

JEL Classification: C13, E31, E37.

Descargas

Los datos de descargas todavía no están disponibles.

Citas

inflation targeting; conditional volatility; skewness and kurtosis; modelling uncertainty of inflation.

Texto completo:

PDF

Referencias

Balke, N. S., and M. A. Wynne (1996). “An Equilibrium Analysis of Relative Price Changes and Aggregate Inflation.” Federal Reserve Bank of Dallas Working Papers 09.

Ball, L., and N. G. Mankiw (1995). “Relative-Price Changes as Aggregate Supply Shocks.” Quarterly Journal of Economics, 110 (1), 161-193. DOI: https://doi.org/10.2307/2118514

Berument, B., K. Metin-Ozcan and B. Neyapti (2001). “Modelling Inflation Uncertainty using EGARCH: An Application to Turkey.” Bilkent University Working Paper, May.

Bollerslev, T. (1986). “Generalized Autoregressive Conditional Heteroscedasticity.” Journal of Econometrics, 31, 307-327. DOI: https://doi.org/10.1016/0304-4076(86)90063-1

_______ (2008). “Glossary to ARCH (GARCH).” Centre for Research in Econometric Analysis and Time Series (CREATES), University of Copenhagen, Research Paper No. 49.

_______ and J. M. Wooldridge (1992). “Quasi-Maximum Likelihood Estimation and Inference in Dynamic Models with Time Varying Covariances.” Econometric Reviews, 11, 143–172. DOI: https://doi.org/10.1080/07474939208800229

Brooks, C. (2002). “Introductory Econometrics for Finance.” Cambridge University Press.

Bryan, M., and S. Cecchetti (1996). “Inflation and the Distribution of Price Changes.” NBER Working Paper 5793. DOI: https://doi.org/10.3386/w5793

Central Bank of Egypt (CBE) (2005). “Monetary Policy Statement.” June.

Chaudhuri, K., M. Kim and Y. Shin (2011). “Forecasting Time-varying Densities of Inflation Rates: A Functional Autoregressive Approach.” March, Available at SSRN: http://ssrn.com/abstract=1555257. DOI: https://doi.org/10.2139/ssrn.1555257

Engle, R. (1982). “Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of UK Inflation.” Econometrica, 50 (4), 267-287. DOI: https://doi.org/10.2307/1912773

_______ (1995). “ARCH: Selected Readings.” Oxford University Press.

Friedman, M. (1977). “Nobel Lecture: Inflation and Unemployment.” The Journal of Political Economy, 85(3), 451-472. DOI: https://doi.org/10.1086/260579

Glosten, L. R., R. Jagannathan and D. E. Runkle (1993). “On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks.” Journal of Finance, 48(5), 1779-1801. DOI: https://doi.org/10.1111/j.1540-6261.1993.tb05128.x

Grier, K., and M. Perry (1996). “Inflation, Inflation Uncertainty, and Relative Price Dispersion.” Journal of Monetary Economics, 38, 391-405. DOI: https://doi.org/10.1016/S0304-3932(96)01280-9

Harvey, C., and A. Siddique (1999). “Autoregressive Conditional Skewness.” Journal of Financial and Quantitative Analysis, 34 ( 4), 465- 487. DOI: https://doi.org/10.2307/2676230

Leon, A., G. Rubio and G. Serna (2005). “Autoregressive Conditional Volatility, Skewness and Kurtosis.” The Quarterly Review of Economics and Finance, 45, 599-618. DOI: https://doi.org/10.1016/j.qref.2004.12.020

Nelson, D. B. (1991). “Conditional Heteroscedasticity in Asset Returns: A New Approach.” Econometrica, 59 (2), 347-370. DOI: https://doi.org/10.2307/2938260

Noureldin, D. (2005). “Alternative Approaches to Forecasting Inflation in the Case of Egypt.” Economic Research Forum 12th Annual Conference, Cairo, Dec, 19-21.

Pindyck, R. S. and D. L. Rubinfeld (1998). “Econometric Models and Economic Forecasts.” 4th edition, New York: McGraw-Hill.

Rachev, S.T., S. Mittnik, F. J. Fabozzi and S. M. Focardi (2007). “Financial Econometrics: from Basics to Advanced Modelling Techniques.” John Wiley, New Jersey.

Roger, S. (2000). “Relative Prices, Inflation and Core Inflation.” IMF Working Papers No. 00/58. DOI: https://doi.org/10.5089/9781451847857.001

Stock J. H. and M. W. Watson (2002). “Macroeconomic Forecasting using Diffusion Indexes.” Journal of Business and Economic Statistics, 20, 147–162. DOI: https://doi.org/10.1198/073500102317351921

Tay, A.S., and K. F. Wallis (2000). “Density Forecasting: A Survey.” Journal of Forecasting, 19, 235–254. DOI: https://doi.org/10.1002/1099-131X(200007)19:4<235::AID-FOR772>3.0.CO;2-L

Wallis, K. F. (2004). “An Assessment of Bank of England and National Institute Inflation Forecast Uncertainties.” National Institute of Economic Review, 189 (1), 64-71. DOI: https://doi.org/10.1177/002795010418900107

Wilson, B. (2006). “The Links between Inflation, Inflation Uncertainty and Output Growth: New Time Series Evidence from Japan.” Journal of Macroeconomics, 28, 609-620. DOI: https://doi.org/10.1016/j.jmacro.2004.11.004

Descargas

Publicado

2011-11-01

Cómo citar

Akl Ahmed, D. (2011). Modelling the Density of Inflation Using Autoregressive Conditional Heteroscedasticity, Skewness, and Kurtosis Models. Ensayos Revista De Economía, 30(2), 1–28. https://doi.org/10.29105/ensayos30.2-1

Número

Sección

Artículos: Convocatoria Regular

Artículos similares

1 2 3 4 > >> 

También puede Iniciar una búsqueda de similitud avanzada para este artículo.