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Relative Feature Importance

Jul 16, 2020
Gunnar König, Christoph Molnar, Bernd Bischl, Moritz Grosse-Wentrup


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Pitfalls to Avoid when Interpreting Machine Learning Models

Jul 08, 2020
Christoph Molnar, Gunnar König, Julia Herbinger, Timo Freiesleben, Susanne Dandl, Christian A. Scholbeck, Giuseppe Casalicchio, Moritz Grosse-Wentrup, Bernd Bischl

* This article was accepted at the ICML 2020 workshop XXAI: Extending Explainable AI Beyond Deep Models and Classifiers (see http://interpretable-ml.org/icml2020workshop/

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Measurement Dependence Inducing Latent Causal Models

Oct 19, 2019
Alex Markham, Moritz Grosse-Wentrup


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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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NIPS 2016 Workshop on Representation Learning in Artificial and Biological Neural Networks (MLINI 2016)

Apr 10, 2017
Leila Wehbe, Anwar Nunez-Elizalde, Marcel van Gerven, Irina Rish, Brian Murphy, Moritz Grosse-Wentrup, Georg Langs, Guillermo Cecchi


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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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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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