On Robust Alternatives to the Maximum Likelihood Estimators of a Linear Functional Relationship
This paper discusses a number of candidates for robust estimator TS of a simple linear functional relationship (SLFR). The classical maximum likelihood estimators of the SLFR can be affected by the presence of possible outliers. This is due to the fact that they are mean-based estimators. Some med...
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| Format: | Article |
| Language: | English English |
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1989
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| Online Access: | http://psasir.upm.edu.my/id/eprint/2746/ http://psasir.upm.edu.my/id/eprint/2746/1/On_Robust_Alternatives_to_the_Maximum_Likelihood_Estimators.pdf |
| _version_ | 1848839333810798592 |
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| author | Abdullah, Mokhtar |
| author_facet | Abdullah, Mokhtar |
| author_sort | Abdullah, Mokhtar |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | This paper discusses a number of candidates for robust estimator TS of a simple linear functional relationship
(SLFR). The classical maximum likelihood estimators of the SLFR can be affected by the presence of possible
outliers. This is due to the fact that they are mean-based estimators. Some median-based estimator of the SLFR
are examined. Among those considered Their-type estimators and the modified LI-norm estimator are found
to be most robust (i.e insensitive to the outliers).
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| first_indexed | 2025-11-15T07:09:47Z |
| format | Article |
| id | upm-2746 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-15T07:09:47Z |
| publishDate | 1989 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-27462013-05-27T07:03:12Z http://psasir.upm.edu.my/id/eprint/2746/ On Robust Alternatives to the Maximum Likelihood Estimators of a Linear Functional Relationship Abdullah, Mokhtar This paper discusses a number of candidates for robust estimator TS of a simple linear functional relationship (SLFR). The classical maximum likelihood estimators of the SLFR can be affected by the presence of possible outliers. This is due to the fact that they are mean-based estimators. Some median-based estimator of the SLFR are examined. Among those considered Their-type estimators and the modified LI-norm estimator are found to be most robust (i.e insensitive to the outliers). 1989 Article NonPeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/2746/1/On_Robust_Alternatives_to_the_Maximum_Likelihood_Estimators.pdf Abdullah, Mokhtar (1989) On Robust Alternatives to the Maximum Likelihood Estimators of a Linear Functional Relationship. Pertanika, 12 (1). pp. 89-98. English |
| spellingShingle | Abdullah, Mokhtar On Robust Alternatives to the Maximum Likelihood Estimators of a Linear Functional Relationship |
| title | On Robust Alternatives to the Maximum Likelihood Estimators
of a Linear Functional Relationship |
| title_full | On Robust Alternatives to the Maximum Likelihood Estimators
of a Linear Functional Relationship |
| title_fullStr | On Robust Alternatives to the Maximum Likelihood Estimators
of a Linear Functional Relationship |
| title_full_unstemmed | On Robust Alternatives to the Maximum Likelihood Estimators
of a Linear Functional Relationship |
| title_short | On Robust Alternatives to the Maximum Likelihood Estimators
of a Linear Functional Relationship |
| title_sort | on robust alternatives to the maximum likelihood estimators
of a linear functional relationship |
| url | http://psasir.upm.edu.my/id/eprint/2746/ http://psasir.upm.edu.my/id/eprint/2746/1/On_Robust_Alternatives_to_the_Maximum_Likelihood_Estimators.pdf |