Conformal e-testing
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arXiv
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| Autori principali: | , , |
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| Natura: | Preprint |
| Pubblicazione: |
2020
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| _version_ | 1866910680807899136 |
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| author | Vovk, Vladimir Nouretdinov, Ilia Gammerman, Alex |
| author_facet | Vovk, Vladimir Nouretdinov, Ilia Gammerman, Alex |
| contents | There is a useful counterpart of conformal prediction for e-values, called conformal e-prediction. Conformal prediction can serve as basis for testing the assumption of exchangeability, leading to conformal testing. Similarly, conformal e-prediction can also serve as basis for testing. The resulting conformal e-testing looks very different from but inherits some strengths of conformal testing; it even has some advantages over conformal testing. In this paper we discuss systematically both strengths and limitations of conformal e-testing. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2006_02329 |
| institution | arXiv |
| publishDate | 2020 |
| record_format | arxiv |
| spellingShingle | Conformal e-testing Vovk, Vladimir Nouretdinov, Ilia Gammerman, Alex Statistics Theory 62G10 (Primary) 68T05, 68Q32, 62L10 (Secondary) There is a useful counterpart of conformal prediction for e-values, called conformal e-prediction. Conformal prediction can serve as basis for testing the assumption of exchangeability, leading to conformal testing. Similarly, conformal e-prediction can also serve as basis for testing. The resulting conformal e-testing looks very different from but inherits some strengths of conformal testing; it even has some advantages over conformal testing. In this paper we discuss systematically both strengths and limitations of conformal e-testing. |
| title | Conformal e-testing |
| topic | Statistics Theory 62G10 (Primary) 68T05, 68Q32, 62L10 (Secondary) |
| url | https://arxiv.org/abs/2006.02329 |