Search Results for author: Bastian Seifert

Found 6 papers, 3 papers with code

Causal Fourier Analysis on Directed Acyclic Graphs and Posets

no code implementations16 Sep 2022 Bastian Seifert, Chris Wendler, Markus Püschel

Specifically, we model the spread of an infection on such a DAG obtained from real-world contact tracing data and learn the infection signal from samples assuming sparsity in the Fourier domain.

Learning Set Functions that are Sparse in Non-Orthogonal Fourier Bases

3 code implementations1 Oct 2020 Chris Wendler, Andisheh Amrollahi, Bastian Seifert, Andreas Krause, Markus Püschel

Many applications of machine learning on discrete domains, such as learning preference functions in recommender systems or auctions, can be reduced to estimating a set function that is sparse in the Fourier domain.

Recommendation Systems

Digraph Signal Processing with Generalized Boundary Conditions

1 code implementation19 May 2020 Bastian Seifert, Markus Püschel

Furthermore, the Fourier transform in this case is now obtained from the Jordan decomposition, which may not be computable at all for large graphs.

Dynamical Component Analysis (DyCA) and its application on epileptic EEG

no code implementations5 Feb 2019 Katharina Korn, Bastian Seifert, Christian Uhl

Dynamical Component Analysis (DyCA) is a recently-proposed method to detect projection vectors to reduce the dimensionality of multi-variate deterministic datasets.

EEG Seizure Detection +1

FFT and orthogonal discrete transform on weight lattices of semi-simple Lie groups

1 code implementation18 Jan 2019 Bastian Seifert

The Gauss-Jordan procedure for the derivation of orthogonal transforms is extended to the multivariate setting.

Numerical Analysis Information Theory Signal Processing Information Theory Representation Theory 65T50, 15A23, 33F99, 68R01, 16G99

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