JOURNAL ARTICLE

Pseudo‐likelihood estimation in ARCH models

K. Mukherjee

Year: 2006 Journal:   Canadian Journal of Statistics Vol: 34 (2)Pages: 341-356   Publisher: Wiley

Abstract

Abstract The author presents asymptotic results for the class of pseudo‐likelihood estimators in the autoregressive conditional heteroscedastic models introduced by Engle (1982). Unlike what is required for the quasi‐likelihood estimator, some estimators in the class he considers do not require the finiteness of the fourth moment of the error density. Thus his method is applicable to heavy‐tailed error distributions for which moments higher than two may not exist.

Keywords:
Estimator Heteroscedasticity Mathematics Maximum likelihood Moment (physics) Autoregressive model Class (philosophy) Econometrics Statistics Estimation Applied mathematics Method of moments (probability theory) Computer science Economics Artificial intelligence

Metrics

9
Cited By
1.04
FWCI (Field Weighted Citation Impact)
32
Refs
0.83
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Financial Risk and Volatility Modeling
Social Sciences →  Economics, Econometrics and Finance →  Finance
Monetary Policy and Economic Impact
Social Sciences →  Economics, Econometrics and Finance →  General Economics, Econometrics and Finance
Statistical Methods and Inference
Physical Sciences →  Mathematics →  Statistics and Probability

Related Documents

JOURNAL ARTICLE

Pseudo-maximum likelihood estimation of ARCH(infinity) models

Peter M. RobinsonPaolo Zaffaroni

Journal:   arXiv (Cornell University) Year: 2008
BOOK-CHAPTER

Pseudo-likelihood Estimation

Bilal Nehme Olivier Strauss

Monographs on statistics and applied probability Year: 2002
JOURNAL ARTICLE

Empirical likelihood for AR-ARCH models based on LAD estimation

Jinyu LiWei LiangShuyuan He

Journal:   Acta Mathematicae Applicatae Sinica English Series Year: 2010 Vol: 28 (2)Pages: 371-382
JOURNAL ARTICLE

Piecewise Pseudo-Maximum Likelihood Estimation in Empirical Models of Auctions

Stephen G. DonaldHarry J. Paarsch

Journal:   International Economic Review Year: 1993 Vol: 34 (1)Pages: 121-121
JOURNAL ARTICLE

Noninvertibility and Pseudo-Maximum Likelihood Estimation of Misspecified ARMA Models

Benedikt M. Pötscher

Journal:   Econometric Theory Year: 1991 Vol: 7 (4)Pages: 435-449
© 2026 ScienceGate Book Chapters — All rights reserved.