FDR control and FDP bounds for conformal link prediction
Fuente:
arXiv
Guardado en:
| Autores principales: | , , , |
|---|---|
| Formato: | Preprint |
| Publicado: |
2024
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
| _version_ | 1866916191114625024 |
|---|---|
| author | Blanchard, Gilles Durand, Guillermo Marandon-Carlhian, Ariane Périer, Romain |
| author_facet | Blanchard, Gilles Durand, Guillermo Marandon-Carlhian, Ariane Périer, Romain |
| contents | In Marandon (2023), the author introduces a procedure to detect true edges from a partially observed graph using a conformal prediction fashion: first computing scores from a trained function, deriving conformal p-values from them and finally applying a multiple testing procedure. In this paper, we prove that the resulting procedure indeed controls the FDR, and we also derive uniform FDP bounds, thanks to an exchangeability argument and the previous work of Marandon et al. (2022). |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2404_02542 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | FDR control and FDP bounds for conformal link prediction Blanchard, Gilles Durand, Guillermo Marandon-Carlhian, Ariane Périer, Romain Statistics Theory In Marandon (2023), the author introduces a procedure to detect true edges from a partially observed graph using a conformal prediction fashion: first computing scores from a trained function, deriving conformal p-values from them and finally applying a multiple testing procedure. In this paper, we prove that the resulting procedure indeed controls the FDR, and we also derive uniform FDP bounds, thanks to an exchangeability argument and the previous work of Marandon et al. (2022). |
| title | FDR control and FDP bounds for conformal link prediction |
| topic | Statistics Theory |
| url | https://arxiv.org/abs/2404.02542 |