Prediction problems related to a first-order
autoregressive process
in the presence of outliers
Applicationes Mathematicae, Tome 33 (2006) no. 3-4, pp. 265-274
Cet article a éte moissonné depuis la source Institute of Mathematics Polish Academy of Sciences
Outliers in a time series often cause problems in fitting a suitable model to the data. Hence predictions based on such models are liable to be erroneous. In this paper we consider a stable first-order autoregressive process and suggest two methods of substituting an outlier by imputed values and then predicting on the basis of it. The asymptotic properties of both the process parameter estimators and the predictors are also studied.
Keywords:
outliers time series often cause problems fitting suitable model hence predictions based models liable erroneous paper consider stable first order autoregressive process suggest methods substituting outlier imputed values predicting basis asymptotic properties process parameter estimators predictors studied
Affiliations des auteurs :
Sugata Sen Roy 1 ; Sourav Chakraborty 2
@article{10_4064_am33_3_2,
author = {Sugata Sen Roy and Sourav Chakraborty},
title = {Prediction problems related to a first-order
autoregressive process
in the presence of outliers},
journal = {Applicationes Mathematicae},
pages = {265--274},
year = {2006},
volume = {33},
number = {3-4},
doi = {10.4064/am33-3-2},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.4064/am33-3-2/}
}
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Sugata Sen Roy; Sourav Chakraborty. Prediction problems related to a first-order autoregressive process in the presence of outliers. Applicationes Mathematicae, Tome 33 (2006) no. 3-4, pp. 265-274. doi: 10.4064/am33-3-2
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