Search Results for author: Elisabeth Ailer

Found 4 papers, 3 papers with code

Targeted Sequential Indirect Experiment Design

no code implementations30 May 2024 Elisabeth Ailer, Niclas Dern, Jason Hartford, Niki Kilbertus

Scientific hypotheses typically concern specific aspects of complex, imperfectly understood or entirely unknown mechanisms, such as the effect of gene expression levels on phenotypes or how microbial communities influence environmental health.

Sequential Underspecified Instrument Selection for Cause-Effect Estimation

1 code implementation11 Feb 2023 Elisabeth Ailer, Jason Hartford, Niki Kilbertus

Instrumental variable (IV) methods are used to estimate causal effects in settings with unobserved confounding, where we cannot directly experiment on the treatment variable.

Supervised Learning and Model Analysis with Compositional Data

1 code implementation15 May 2022 Shimeng Huang, Elisabeth Ailer, Niki Kilbertus, Niklas Pfister

We propose KernelBiome, a kernel-based nonparametric regression and classification framework for compositional data.

regression

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