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Robust parameter estimation of regression model with AR(p) error terms
Authors:Y Tuaç  Y Güney  B Şenoğlu  O Arslan
Institution:Department of Statistics, Faculty of Science, Ankara University, Ankara, Turkey
Abstract:In this article, we consider a linear regression model with AR(p) error terms with the assumption that the error terms have a t distribution as a heavy-tailed alternative to the normal distribution. We obtain the estimators for the model parameters by using the conditional maximum likelihood (CML) method. We conduct an iteratively reweighting algorithm (IRA) to find the estimates for the parameters of interest. We provide a simulation study and three real data examples to illustrate the performance of the proposed robust estimators based on t distribution.
Keywords:Autoregressive stationary process  Conditional maximum likelihood  Linear regression  Non-normal distributions  Robust estimation
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