The robusTest package: two-sample tests revisited
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arXiv
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| Autores principales: | , , , , , , |
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| Formato: | Preprint |
| Publicado: |
2022
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| _version_ | 1866914644233289728 |
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| author | Ammous, Sinda Bouaziz, Olivier Dedecker, Anatole Dedecker, Jérôme Methni, Jonathan El Mellouk, Mohamed Muri, Florence |
| author_facet | Ammous, Sinda Bouaziz, Olivier Dedecker, Anatole Dedecker, Jérôme Methni, Jonathan El Mellouk, Mohamed Muri, Florence |
| contents | The R package robusTest offers corrected versions of several common tests in bivariate statistics. We point out the limitations of these tests in their classical versions, some of which are well known such as robustness or calibration problems, and provide simple alternatives that can be easily used instead. The classical tests and theirs robust alternatives are compared through a small simulation study. The latter emphasizes the superiority of robust versions of the test of interest. Finally, an illustration of correlation's tests on a real data set is also provided. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2211_08784 |
| institution | arXiv |
| publishDate | 2022 |
| record_format | arxiv |
| spellingShingle | The robusTest package: two-sample tests revisited Ammous, Sinda Bouaziz, Olivier Dedecker, Anatole Dedecker, Jérôme Methni, Jonathan El Mellouk, Mohamed Muri, Florence Methodology The R package robusTest offers corrected versions of several common tests in bivariate statistics. We point out the limitations of these tests in their classical versions, some of which are well known such as robustness or calibration problems, and provide simple alternatives that can be easily used instead. The classical tests and theirs robust alternatives are compared through a small simulation study. The latter emphasizes the superiority of robust versions of the test of interest. Finally, an illustration of correlation's tests on a real data set is also provided. |
| title | The robusTest package: two-sample tests revisited |
| topic | Methodology |
| url | https://arxiv.org/abs/2211.08784 |