Search Results for author: Christoph Feinauer

Found 6 papers, 1 papers with code

The Mean Dimension of Neural Networks -- What causes the interaction effects?

no code implementations11 Jul 2022 Roman Hahn, Christoph Feinauer, Emanuele Borgonovo

We use the generalized total indices to produce heatmaps for post-hoc explanations, and we employ the mean dimension on the PCA-transformed features for cross comparisons of the artificial neural networks structures.

Reconstruction of Pairwise Interactions using Energy-Based Models

no code implementations ICLR Workshop EBM 2021 Christoph Feinauer, Carlo Lucibello

Pairwise models like the Ising model or the generalized Potts model have found many successful applications in fields like physics, biology, and economics.

Natural representation of composite data with replicated autoencoders

no code implementations29 Sep 2019 Matteo Negri, Davide Bergamini, Carlo Baldassi, Riccardo Zecchina, Christoph Feinauer

Generative processes in biology and other fields often produce data that can be regarded as resulting from a composition of basic features.

Improving contact prediction along three dimensions

no code implementations3 Mar 2014 Christoph Feinauer, Marcin J. Skwark, Andrea Pagnani, Erik Aurell

Correlation patterns in multiple sequence alignments of homologous proteins can be exploited to infer information on the three-dimensional structure of their members.

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