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Yuki Ohnishi

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Preprint Oct 2026

Sharp bounds for population and principal effects under latent sequential ignorability

Treatment decisions are often sequential and depend on information absent from the recorded history. Latent sequential ignorability models such assignment by assuming that baseline covariates and principal strata, defined by joint potential intermediate responses, account for confounding of later treatment. For two tre...

Yuki Ohnishi · 0 citations

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