Uncertainty in Artificial Intelligence
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Dominik Janzing
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Publications in UAI

:: Estimating Causal Effects by Bounding Confounding
:: Inferring latent structures via information inequalities

:: From Ordinary Differential Equations to Structural Causal Models: the deterministic case
:: Identifying Finite Mixtures of Nonparametric Product Distributions and Causal Inference of Confounders

:: Detecting low-complexity unobserved causes
:: Kernel-based Conditional Independence Test and Application in Causal Discovery
:: Testing whether linear equations are causal: A free probability theory approach
:: Identifiability of Causal Graphs using Functional Models

:: Inferring deterministic causal relations
:: Invariant Gaussian Process Latent Variable Models and Application in Causal Discovery

:: Identifying confounders using additive noise models

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