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Sven Dähne

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2010 – 2019

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2019
[j13]
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Maximilian Alber, Sebastian Lapuschkin, Philipp Seegerer, Miriam Hägele, Kristof T. Schütt, Grégoire Montavon, Wojciech Samek, Klaus-Robert Müller, Sven Dähne, Pieter-Jan Kindermans:
iNNvestigate Neural Networks! J. Mach. Learn. Res. 20: 93:1-93:8 (2019)
[p1]
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Pieter-Jan Kindermans, Sara Hooker, Julius Adebayo, Maximilian Alber, Kristof T. Schütt, Sven Dähne, Dumitru Erhan, Been Kim:
The (Un)reliability of Saliency Methods. Explainable AI 2019: 267-280
2018
[c9]
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Pieter-Jan Kindermans, Kristof T. Schütt, Maximilian Alber, Klaus-Robert Müller, Dumitru Erhan, Been Kim, Sven Dähne:
Learning how to explain neural networks: PatternNet and PatternAttribution. ICLR (Poster) 2018
[i4]
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  - journals/corr/abs-1808-04260
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Maximilian Alber, Sebastian Lapuschkin, Philipp Seegerer, Miriam Hägele, Kristof T. Schütt, Grégoire Montavon, Wojciech Samek, Klaus-Robert Müller, Sven Dähne, Pieter-Jan Kindermans:
iNNvestigate neural networks! CoRR abs/1808.04260 (2018)
2017
[i3]
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Pieter-Jan Kindermans, Kristof T. Schütt, Maximilian Alber, Klaus-Robert Müller, Sven Dähne:
PatternNet and PatternLRP - Improving the interpretability of neural networks. CoRR abs/1705.05598 (2017)
[i2]
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  - journals/corr/abs-1711-00867
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Pieter-Jan Kindermans, Sara Hooker, Julius Adebayo, Maximilian Alber, Kristof T. Schütt, Sven Dähne, Dumitru Erhan, Been Kim:
The (Un)reliability of saliency methods. CoRR abs/1711.00867 (2017)
2016
[c8]
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  - conf/symbiotic/NaumannSDB16
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Laura Naumann, Matthias Schultze-Kraft, Sven Dähne, Benjamin Blankertz:
Prediction of Difficulty Levels in Video Games from Ongoing EEG. Symbiotic 2016: 125-136
[i1]
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Pieter-Jan Kindermans, Kristof Schütt, Klaus-Robert Müller, Sven Dähne:
Investigating the influence of noise and distractors on the interpretation of neural networks. CoRR abs/1611.07270 (2016)
2015
[j12]
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  - journals/neuroimage/WinklerHPMD15
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Irene Winkler, Stefan Haufe, Anne K. Porbadnigk, Klaus-Robert Müller, Sven Dähne:
Identifying Granger causal relationships between neural power dynamics and variables of interest. NeuroImage 111: 489-504 (2015)
[j11]
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Bastian Venthur, Sven Dähne, Johannes Höhne, Hendrik Heller, Benjamin Blankertz:
Wyrm: A Brain-Computer Interface Toolbox in Python. Neuroinformatics 13(4): 471-486 (2015)
[j10]
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Siamac Fazli, Sven Dähne, Wojciech Samek, Felix Bießmann, Klaus-Robert Müller:
Learning From More Than One Data Source: Data Fusion Techniques for Sensorimotor Rhythm-Based Brain-Computer Interfaces. Proc. IEEE 103(6): 891-906 (2015)
[j9]
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Sven Dähne, Felix Bießmann, Wojciech Samek, Stefan Haufe, Dominique Goltz, Christopher Gundlach, Arno Villringer, Siamac Fazli, Klaus-Robert Müller:
Multivariate Machine Learning Methods for Fusing Multimodal Functional Neuroimaging Data. Proc. IEEE 103(9): 1507-1530 (2015)
[c7]
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  - conf/embc/Castano-Candamil15
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Sebastián Castaño-Candamil, Andreas Meinel, Sven Dähne, Michael Tangermann:
Probing meaningfulness of oscillatory EEG components with bootstrapping, label noise and reduced training sets. EMBC 2015: 5159-5162
[c6]
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Andreas Meinel, Juan Sebastián Castaño-Candamil, Sven Dähne, Janine Reis, Michael Tangermann:
EEG band power predicts single-trial reaction time in a hand motor task. NER 2015: 182-185
[c5]
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Sofie Therese Hansen, Irene Winkler, Lars Kai Hansen, Klaus-Robert Müller, Sven Dähne:
Fusing Simultaneous EEG and fMRI Using Functional and Anatomical Information. PRNI 2015: 33-36
2014
[j8]
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Sven Dähne, Frank C. Meinecke, Stefan Haufe, Johannes Höhne, Michael Tangermann, Klaus-Robert Müller, Vadim V. Nikulin:
SPoC: A novel framework for relating the amplitude of neuronal oscillations to behaviorally relevant parameters. NeuroImage 86: 111-122 (2014)
[j7]
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Stefan Haufe, Frank C. Meinecke, Kai Görgen, Sven Dähne, John-Dylan Haynes, Benjamin Blankertz, Felix Bießmann:
On the interpretation of weight vectors of linear models in multivariate neuroimaging. NeuroImage 87: 96-110 (2014)
[j6]
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Sven Dähne, Vadim V. Nikulin, David Ramírez, Peter J. Schreier, Klaus-Robert Müller, Stefan Haufe:
Finding brain oscillations with power dependencies in neuroimaging data. NeuroImage 96: 334-348 (2014)
[j5]
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Stefan Haufe, Sven Dähne, Vadim V. Nikulin:
Dimensionality reduction for the analysis of brain oscillations. NeuroImage 101: 583-597 (2014)
[j4]
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Sven Dähne, Niko Wilbert, Laurenz Wiskott:
Slow Feature Analysis on Retinal Waves Leads to V1 Complex Cells. PLoS Comput. Biol. 10(5) (2014)
[c4]
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Sven Dähne, Felix Bießmann, Frank C. Meinecke, Jan Mehnert, Siamac Fazli, Klaus-Robert Müller:
Multimodal integration of electrophysiological and hemodynamic signals. BCI 2014: 1-4
[c3]
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Sven Dähne, Vadim V. Nikulin, David Ramírez, Peter J. Schreier, Klaus-Robert Müller, Stefan Haufe:
Optimizing spatial filters for the extraction of envelope-coupled neural oscillations. PRNI 2014: 1-4
[c2]
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Stefan Haufe, Frank C. Meinecke, Kai Görgen, Sven Dähne, John-Dylan Haynes, Benjamin Blankertz, Felix Bießmann:
Parameter interpretation, regularization and source localization in multivariate linear models. PRNI 2014: 1-4
2013
[j3]
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  - journals/artmed/SchreuderRRDRWMT13
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Martijn Schreuder, Angela Riccio, Monica Risetti, Sven Dähne, Andrew Ramsay, John Williamson, Donatella Mattia, Michael Tangermann:
User-centered design in brain-computer interfaces - A case study. Artif. Intell. Medicine 59(2): 71-80 (2013)
[j2]
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Sven Dähne, Felix Bießmann, Frank C. Meinecke, Jan Mehnert, Siamac Fazli, Klaus-Robert Müller:
Integration of Multivariate Data Streams With Bandpower Signals. IEEE Trans. Multim. 15(5): 1001-1013 (2013)
2011
[c1]
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Sven Dähne, Johannes Höhne, Martijn Schreuder, Michael Tangermann:
Slow Feature Analysis - A Tool for Extraction of Discriminating Event-Related Potentials in Brain-Computer Interfaces. ICANN (1) 2011: 36-43
2010
[j1]
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  - journals/fini/VenthurSWDTKMB10
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Bastian Venthur, Simon Scholler, John Williamson, Sven Dähne, Matthias Sebastian Treder, Maria T. Kramarek, Klaus-Robert Müller, Benjamin Blankertz:
Pyff - A Pythonic Framework for Feedback Applications and Stimulus Presentation in Neuroscience. Frontiers Neuroinformatics 4: 179 (2010)

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