Search Results for author: Rickard K. A. Karlsson

Found 2 papers, 2 papers with code

Detecting hidden confounding in observational data using multiple environments

1 code implementation NeurIPS 2023 Rickard K. A. Karlsson, Jesse H. Krijthe

Under the assumption of independent causal mechanisms underlying the data-generating process, we demonstrate a way to detect unobserved confounders when having multiple observational datasets coming from different environments.

Causal Inference

Using Time-Series Privileged Information for Provably Efficient Learning of Prediction Models

1 code implementation28 Oct 2021 Rickard K. A. Karlsson, Martin Willbo, Zeshan Hussain, Rahul G. Krishnan, David Sontag, Fredrik D. Johansson

Our question is when using this privileged data leads to more sample-efficient learning of models that use only baseline data for predictions at test time.

Time Series Time Series Analysis

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