Improved estimation of the positive powers ordered restricted standard deviation of two normal populations
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arXiv
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| Auteurs principaux: | , |
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| Format: | Preprint |
| Publié: |
2024
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| _version_ | 1866916912532815872 |
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| author | Mondal, Somnath Patra, Lakshmi Kanta |
| author_facet | Mondal, Somnath Patra, Lakshmi Kanta |
| contents | The present manuscript is concerned with component-wise estimation of the positive power of ordered restricted standard deviation of two normal populations with certain restrictions on the means. We propose several improved estimators under a general scale invariant bowl-shaped loss function. Also, we proposed a class of improved estimators. It has been shown that the boundary estimator of this class is a generalized Bayes. As an application, the improved estimators are obtained with respect to quadratic loss, entropy loss, and a symmetric loss function. We have conducted extensive Monte Carlo simulations to study and compare the risk performance of the proposed estimators. Finally, a real life data analysis is given to illustrate our findings. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2412_05620 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Improved estimation of the positive powers ordered restricted standard deviation of two normal populations Mondal, Somnath Patra, Lakshmi Kanta Statistics Theory Computation 91B06, 62C05 The present manuscript is concerned with component-wise estimation of the positive power of ordered restricted standard deviation of two normal populations with certain restrictions on the means. We propose several improved estimators under a general scale invariant bowl-shaped loss function. Also, we proposed a class of improved estimators. It has been shown that the boundary estimator of this class is a generalized Bayes. As an application, the improved estimators are obtained with respect to quadratic loss, entropy loss, and a symmetric loss function. We have conducted extensive Monte Carlo simulations to study and compare the risk performance of the proposed estimators. Finally, a real life data analysis is given to illustrate our findings. |
| title | Improved estimation of the positive powers ordered restricted standard deviation of two normal populations |
| topic | Statistics Theory Computation 91B06, 62C05 |
| url | https://arxiv.org/abs/2412.05620 |