Search Results for author: Philipp F. M. Baumann

Found 4 papers, 1 papers with code

Translational Equivariance in Kernelizable Attention

1 code implementation15 Feb 2021 Max Horn, Kumar Shridhar, Elrich Groenewald, Philipp F. M. Baumann

While Transformer architectures have show remarkable success, they are bound to the computation of all pairwise interactions of input element and thus suffer from limited scalability.

Inductive Bias

Deep Conditional Transformation Models

no code implementations15 Oct 2020 Philipp F. M. Baumann, Torsten Hothorn, David Rügamer

Learning the cumulative distribution function (CDF) of an outcome variable conditional on a set of features remains challenging, especially in high-dimensional settings.

Estimating the Effect of Central Bank Independence on Inflation Using Longitudinal Targeted Maximum Likelihood Estimation

no code implementations4 Mar 2020 Philipp F. M. Baumann, Michael Schomaker, Enzo Rossi

The estimation procedure incorporates machine learning algorithms and is tailored to address the challenges associated with complex longitudinal macroeconomic data.

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