628 citations · 629 across the 2 of their papers we have counts for
3 papers
stat.ML2014★ 1 cited
Learning with Algebraic Invariances, and the Invariant Kernel Trick
Franz J. Király, Andreas Ziehe, Klaus-Robert Müller
When solving data analysis problems it is important to integrate prior knowledge and/or structural invariances. This paper contributes by a novel framework for incorporating algebr…
stat.ML2012
Approximate Rank-Detecting Factorization of Low-Rank Tensors
Franz J. Király, Andreas Ziehe
We present an algorithm, AROFAC2, which detects the (CP-)rank of a degree 3 tensor and calculates its factorization into rank-one components. We provide generative conditions for t…
stat.ME2007★ 628 cited
Robustly estimating the flow direction of information in complex physical systems
Guido Nolte, Andreas Ziehe, Vadim V. Nikulin +4
We propose a new measure to estimate the direction of information flux in multivariate time series from complex systems. This measure, based on the slope of the phase spectrum (Pha…