FDR control and FDP bounds for conformal link prediction
arxiv(2024)
摘要
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).
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