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Compositional Abstraction Error and a Category of Causal Models


Mar 29, 2021
Eigil F. Rischel, Sebastian Weichwald


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Beware of the Simulated DAG! Varsortability in Additive Noise Models


Feb 26, 2021
Alexander G. Reisach, Christof Seiler, Sebastian Weichwald


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Causal structure learning from time series: Large regression coefficients may predict causal links better in practice than small p-values


Feb 21, 2020
Sebastian Weichwald, Martin E Jakobsen, Phillip B Mogensen, Lasse Petersen, Nikolaj Thams, Gherardo Varando


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groupICA: Independent component analysis for grouped data


Jun 04, 2018
Niklas Pfister, Sebastian Weichwald, Peter Bühlmann, Bernhard Schölkopf

* equal contribution between Pfister and Weichwald 

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Causal Consistency of Structural Equation Models


Jul 04, 2017
Paul K. Rubenstein, Sebastian Weichwald, Stephan Bongers, Joris M. Mooij, Dominik Janzing, Moritz Grosse-Wentrup, Bernhard Schölkopf

* Proceedings of the Annual Conference on Uncertainty in Artificial Intelligence, UAI 2017 
* equal contribution between Rubenstein and Weichwald; accepted manuscript 

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A note on the expected minimum error probability in equientropic channels


Apr 04, 2017
Sebastian Weichwald, Tatiana Fomina, Bernhard Schölkopf, Moritz Grosse-Wentrup


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Recovery of non-linear cause-effect relationships from linearly mixed neuroimaging data


Sep 30, 2016
Sebastian Weichwald, Arthur Gretton, Bernhard Schölkopf, Moritz Grosse-Wentrup

* Pattern Recognition in Neuroimaging (PRNI), International Workshop on, 1-4, 2016 
* arXiv admin note: text overlap with arXiv:1512.01255 

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MERLiN: Mixture Effect Recovery in Linear Networks


Sep 27, 2016
Sebastian Weichwald, Moritz Grosse-Wentrup, Arthur Gretton

* IEEE Journal of Selected Topics in Signal Processing, 10(7), 1254-1266, 2016 

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Pymanopt: A Python Toolbox for Optimization on Manifolds using Automatic Differentiation


Sep 08, 2016
James Townsend, Niklas Koep, Sebastian Weichwald

* Journal of Machine Learning Research, 17(137):1-5, 2016 

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Causal and anti-causal learning in pattern recognition for neuroimaging


Dec 15, 2015
Sebastian Weichwald, Bernhard Schölkopf, Tonio Ball, Moritz Grosse-Wentrup

* Pattern Recognition in Neuroimaging, 2014 International Workshop on, 1-4, 2014 
* accepted manuscript 

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Decoding index finger position from EEG using random forests


Dec 14, 2015
Sebastian Weichwald, Timm Meyer, Bernhard Schölkopf, Tonio Ball, Moritz Grosse-Wentrup

* Cognitive Information Processing (CIP), 2014 4th International Workshop on, 1-6, 2014 
* accepted manuscript 

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Causal interpretation rules for encoding and decoding models in neuroimaging


Nov 15, 2015
Sebastian Weichwald, Timm Meyer, Ozan Özdenizci, Bernhard Schölkopf, Tonio Ball, Moritz Grosse-Wentrup

* NeuroImage, 110:48-59, 2015 
* accepted manuscript 

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