Search Results for author: Sören R. Künzel

Found 2 papers, 1 papers with code

Transfer Learning for Estimating Causal Effects using Neural Networks

no code implementations23 Aug 2018 Sören R. Künzel, Bradly C. Stadie, Nikita Vemuri, Varsha Ramakrishnan, Jasjeet S. Sekhon, Pieter Abbeel

We develop new algorithms for estimating heterogeneous treatment effects, combining recent developments in transfer learning for neural networks with insights from the causal inference literature.

Causal Inference Transfer Learning

Meta-learners for Estimating Heterogeneous Treatment Effects using Machine Learning

6 code implementations12 Jun 2017 Sören R. Künzel, Jasjeet S. Sekhon, Peter J. Bickel, Bin Yu

There is growing interest in estimating and analyzing heterogeneous treatment effects in experimental and observational studies.

Statistics Theory Methodology Statistics Theory

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