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ORCIDMoritz Grosse-Wentrup
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- affiliation: University of Vienna, Austria
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2020 – today
- 2024
[i20]Anja Meunier, Michal Robert Zák, Lucas Munz, Sofiya Garkot, Manuel Eder, Jiachen Xu, Moritz Grosse-Wentrup:
A Conversational Brain-Artificial Intelligence Interface. CoRR abs/2402.15011 (2024)- 2023
- [j15]Jiachen Xu
, Moritz Grosse-Wentrup:
PyTES: A Python toolbox for closed-loop transcranial electrical stimulation. SoftwareX 23: 101403 (2023) - [j14]Eric James McDermott, Johanna Metsomaa, Paolo Belardinelli, Moritz Grosse-Wentrup, Ulf Ziemann, Christoph Zrenner:
Predicting motor behavior: an efficient EEG signal processing pipeline to detect brain states with potential therapeutic relevance for VR-based neurorehabilitation. Virtual Real. 27(1): 347-369 (2023) - [c45]Gunnar König, Timo Freiesleben, Moritz Grosse-Wentrup:
Improvement-Focused Causal Recourse (ICR). AAAI 2023: 11847-11855 - [c44]Christoph Luther, Gunnar König, Moritz Grosse-Wentrup:
Efficient SAGE Estimation via Causal Structure Learning. AISTATS 2023: 11650-11670 - [c43]Pascal Weber, Lukas Miklautz, Akshey Kumar, Moritz Grosse-Wentrup, Claudia Plant:
CaFe DBSCAN: A Density-based Clustering Algorithm for Causal Feature Learning. DSAA 2023: 1-10 - [i19]Christoph Luther, Gunnar König, Moritz Grosse-Wentrup:
Efficient SAGE Estimation via Causal Structure Learning. CoRR abs/2304.03113 (2023) - 2022
- [c42]Alex Markham, Richeek Das, Moritz Grosse-Wentrup:
A Distance Covariance-based Kernel for Nonlinear Causal Clustering in Heterogeneous Populations. CLeaR 2022: 542-558 - [i18]Xiaoxi Wei, A. Aldo Faisal, Moritz Grosse-Wentrup, Alexandre Gramfort, Sylvain Chevallier, Vinay Jayaram, Camille Jeunet, Stylianos Bakas, Siegfried Ludwig, Konstantinos Barmpas, Mehdi Bahri, Yannis Panagakis, Nikolaos A. Laskaris, Dimitrios A. Adamos, Stefanos Zafeiriou, William C. Duong, Stephen M. Gordon, Vernon J. Lawhern, Maciej Sliwowski, Vincent Rouanne, Piotr Tempczyk:
2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data Sets. CoRR abs/2202.12950 (2022) - [i17]Gunnar König, Timo Freiesleben, Moritz Grosse-Wentrup:
Improvement-Focused Causal Recourse (ICR). CoRR abs/2210.15709 (2022) - 2021
- [j13]Federico Zilio, Javier Gomez-Pilar, Shumei Cao, Jun Zhang, Di Zang, Zengxin Qi, Jiaxing Tan, Tanigawa Hiromi, Xuehai Wu, Stuart M. Fogel, Zirui Huang, Matthias R. Hohmann, Tatiana Fomina, Matthis Synofzik, Moritz Grosse-Wentrup, Adrian M. Owen, Georg Northoff:
Are intrinsic neural timescales related to sensory processing? Evidence from abnormal behavioral states. NeuroImage 226: 117579 (2021) - [j12]Samuel Bustamante, Jan Peters, Bernhard Schölkopf, Moritz Grosse-Wentrup, Vinay Jayaram:
ArmSym: A Virtual Human-Robot Interaction Laboratory for Assistive Robotics. IEEE Trans. Hum. Mach. Syst. 51(6): 568-577 (2021) - [c41]Anja Meunier, Alex Markham, Moritz Grosse-Wentrup:
A theory of algorithms and implementations and their relevance to cognitive science. CogSci 2021 - [c40]Xiaoxi Wei, A. Aldo Faisal, Moritz Grosse-Wentrup, Alexandre Gramfort, Sylvain Chevallier, Vinay Jayaram, Camille Jeunet, Stylianos Bakas, Siegfried Ludwig, Konstantinos Barmpas, Mehdi Bahri, Yannis Panagakis, Nikolaos A. Laskaris, Dimitrios A. Adamos, Stefanos Zafeiriou, William C. Duong, Stephen M. Gordon, Vernon J. Lawhern, Maciej Sliwowski, Vincent Rouanne, Piotr Tempczyk:
2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data Sets. NeurIPS (Competition and Demos) 2021: 205-219 - [c39]Jiachen Xu, Alex Markham, Anja Meunier, Philipp Raggam, Moritz Grosse-Wentrup:
Distance Covariance: A Nonlinear Extension of Riemannian Geometry for EEG-based Brain-Computer Interfacing. SMC 2021: 2000-2005 - [i16]Alex Markham, Moritz Grosse-Wentrup:
A Distance Covariance-based Kernel for Nonlinear Causal Clustering in Heterogeneous Populations. CoRR abs/2106.03480 (2021) - [i15]Gunnar König, Timo Freiesleben, Bernd Bischl, Giuseppe Casalicchio, Moritz Grosse-Wentrup:
Decomposition of Global Feature Importance into Direct and Associative Components (DEDACT). CoRR abs/2106.08086 (2021) - [i14]Gunnar König, Timo Freiesleben, Moritz Grosse-Wentrup:
A Causal Perspective on Meaningful and Robust Algorithmic Recourse. CoRR abs/2107.07853 (2021) - 2020
- [c38]Christoph Molnar, Gunnar König, Julia Herbinger, Timo Freiesleben, Susanne Dandl, Christian A. Scholbeck, Giuseppe Casalicchio, Moritz Grosse-Wentrup, Bernd Bischl:
General Pitfalls of Model-Agnostic Interpretation Methods for Machine Learning Models. xxAI@ICML 2020: 39-68 - [c37]Gunnar König, Christoph Molnar, Bernd Bischl, Moritz Grosse-Wentrup:
Relative Feature Importance. ICPR 2020: 9318-9325 - [c36]Alex Markham, Aditya Chivukula, Moritz Grosse-Wentrup:
MeDIL: A Python Package for Causal Modelling. PGM 2020: 621-624 - [c35]Alex Markham, Moritz Grosse-Wentrup:
Measurement Dependence Inducing Latent Causal Models. UAI 2020: 590-599 - [c34]Matthias R. Hohmann, Lisa Konieczny, Michelle Hackl, Brian Wirth, Talha Zaman, Raffi Enficiaud, Moritz Grosse-Wentrup, Bernhard Schölkopf:
MYND: Unsupervised Evaluation of Novel BCI Control Strategies on Consumer Hardware. UIST 2020: 1071-1084 - [i13]Matthias R. Hohmann, Lisa Konieczny, Michelle Hackl, Brian Wirth, Talha Zaman, Raffi Enficiaud, Moritz Grosse-Wentrup, Bernhard Schölkopf:
MYND: Unsupervised Evaluation of Novel BCI Control Strategies on Consumer Hardware. CoRR abs/2002.11754 (2020) - [i12]Christoph Molnar, Gunnar König, Julia Herbinger, Timo Freiesleben, Susanne Dandl, Christian A. Scholbeck, Giuseppe Casalicchio, Moritz Grosse-Wentrup, Bernd Bischl:
Pitfalls to Avoid when Interpreting Machine Learning Models. CoRR abs/2007.04131 (2020) - [i11]Gunnar König, Christoph Molnar, Bernd Bischl, Moritz Grosse-Wentrup:
Relative Feature Importance. CoRR abs/2007.08283 (2020)
2010 – 2019
- 2019
- [c33]Moritz Grosse-Wentrup:
The Elusive Goal of BCI-based Communication with CLIS-ALS Patients. BCI 2019: 1-2 - [c32]Matthias R. Hohmann, Michelle Hackl, Brian Wirth, Talha Zaman, Raffi Enficiaud, Moritz Grosse-Wentrup, Bernhard Schölkopf:
MYND: A Platform for Large-scale Neuroscientific Studies. CHI Extended Abstracts 2019 - [c31]Atalanti-Anastasia Mastakouri, Bernhard Schölkopf, Moritz Grosse-Wentrup:
Beta Power May Meditate the Effect of Gamma-TACS on Motor Performance. EMBC 2019: 5902-5908 - [c30]Jiachen Xu, Moritz Grosse-Wentrup, Vinay Jayaram:
Interpretable Riemannian Classification in Brain-Computer Interfacing. GBCIC 2019 - [c29]Jiachen Xu, Vinay Jayaram, Bernhard Schölkopf, Moritz Grosse-Wentrup:
Feature extraction from the Hermitian manifold for Brain-Computer Interfaces. NER 2019: 965-968 - [c28]Ozan Özdenizci, Timm Meyer, Felix A. Wichmann, Jan Peters, Bernhard Schölkopf, Müjdat Çetin, Moritz Grosse-Wentrup:
Neural Signatures of Motor Skill in the Resting Brain. SMC 2019: 4387-4394 - [i10]Jiachen Xu, Moritz Grosse-Wentrup, Vinay Jayaram:
Tangent space spatial filters for interpretable and efficient Riemannian classification. CoRR abs/1909.10567 (2019) - [i9]Alex Markham, Moritz Grosse-Wentrup:
Measurement Dependence Inducing Latent Causal Models. CoRR abs/1910.08778 (2019) - 2017
- [c27]Karl-Heinz Fiebig, Vinay Jayaram, Thomas Hesse, Alexander Blank, Jan Peters, Moritz Grosse-Wentrup:
Bayesian Regression for Artifact correction in Electroencephalography. GBCIC 2017 - [c26]Marius Goerner, Bernhard Schölkopf, Moritz Grosse-Wentrup:
Closing One's eyes Affects amplitude modulation but not frequency modulation in a Cognitive BCI. GBCIC 2017 - [c25]Lukas Großberger, Matthias R. Hohmann, Jan Peters, Moritz Grosse-Wentrup:
Investigating Music imagery as a Cognitive Paradigm for low-Cost brain-Computer Interfaces. GBCIC 2017 - [c24]Julia Moser, Matthias Hohmann, Bernhard Schölkopf, Moritz Grosse-Wentrup:
A Guided Task for Cognitive brain-Computer Interfaces. GBCIC 2017 - [c23]Ozan Özdenizci, Mustafa Yalcin, Ahmetcan Erdogan, Volkan Patoglu, Moritz Grosse-Wentrup, Müjdat Çetin:
Correlations of motor Adaptation Learning and modulation of resting-State sensorimotor EEG Activity. GBCIC 2017 - [c22]Ozan Özdenizci, Mustafa Yalcin, Ahmetcan Erdogan, Volkan Patoglu, Moritz Grosse-Wentrup, Müjdat Çetin:
Pre-movement contralateral EEG low beta power is modulated with motor adaptation learning. ICASSP 2017: 934-938 - [c21]Vinay Jayaram, Bernhard Schölkopf, Moritz Grosse-Wentrup:
Frequency peak features for low-channel classification in motor imagery paradigms. NER 2017: 321-324 - [c20]Anastasia-Atalanti Mastakouri, Sebastian Weichwald, Ozan Özdenizci, Timm Meyer, Bernhard Schölkopf, Moritz Grosse-Wentrup:
Personalized brain-computer interface models for motor rehabilitation. SMC 2017: 3024-3029 - [c19]Paul K. Rubenstein, Sebastian Weichwald, Stephan Bongers, Joris M. Mooij, Dominik Janzing, Moritz Grosse-Wentrup, Bernhard Schölkopf:
Causal Consistency of Structural Equation Models. UAI 2017 - [i8]Anastasia-Atalanti Mastakouri, Sebastian Weichwald, Ozan Özdenizci, Timm Meyer, Bernhard Schölkopf, Moritz Grosse-Wentrup:
Personalized Brain-Computer Interface Models for Motor Rehabilitation. CoRR abs/1705.03259 (2017) - [i7]Paul K. Rubenstein, Sebastian Weichwald, Stephan Bongers, Joris M. Mooij, Dominik Janzing, Moritz Grosse-Wentrup, Bernhard Schölkopf:
Causal Consistency of Structural Equation Models. CoRR abs/1707.00819 (2017) - 2016
- [j11]Vinay Jayaram, Morteza Alamgir, Yasemin Altun, Bernhard Schölkopf, Moritz Grosse-Wentrup:
Transfer Learning in Brain-Computer Interfaces Abstract\uFFFDThe performance of brain-computer interfaces (BCIs) improves with the amount of avail. IEEE Comput. Intell. Mag. 11(1): 20-31 (2016) - [j10]Sebastian Weichwald, Moritz Grosse-Wentrup, Arthur Gretton:
MERLiN: Mixture Effect Recovery in Linear Networks. IEEE J. Sel. Top. Signal Process. 10(7): 1254-1266 (2016) - [j9]Moritz Grosse-Wentrup, Dominik Janzing, Markus Siegel, Bernhard Schölkopf:
Identification of causal relations in neuroimaging data with latent confounders: An instrumental variable approach. NeuroImage 125: 825-833 (2016) - [c18]Sebastian Weichwald, Arthur Gretton, Bernhard Schölkopf, Moritz Grosse-Wentrup:
Recovery of non-linear cause-effect relationships from linearly mixed neuroimaging data. PRNI 2016: 1-4 - [c17]Ozan Özdenizci, Mustafa Yalcin, Ahmetcan Erdogan, Volkan Patoglu, Moritz Grosse-Wentrup, Müjdat Çetin:
Resting-state EEG correlates of motor learning performance in a force-field adaptation task. SIU 2016: 2253-2256 - [c16]Karl-Heinz Fiebig, Vinay Jayaram, Jan Peters, Moritz Grosse-Wentrup:
Multi-task logistic regression in brain-computer interfaces. SMC 2016: 2307-2312 - [i6]Sebastian Weichwald, Arthur Gretton, Bernhard Schölkopf, Moritz Grosse-Wentrup:
Recovery of non-linear cause-effect relationships from linearly mixed neuroimaging data. CoRR abs/1605.00391 (2016) - [i5]Sebastian Weichwald, Tatiana Fomina, Bernhard Schölkopf, Moritz Grosse-Wentrup:
Optimal Coding in Biological and Artificial Neural Networks. CoRR abs/1605.07094 (2016) - 2015
- [j8]Sebastian Weichwald, Timm Meyer, Ozan Özdenizci, Bernhard Schölkopf, Tonio Ball, Moritz Grosse-Wentrup:
Causal interpretation rules for encoding and decoding models in neuroimaging. NeuroImage 110: 48-59 (2015) - [c15]Andrea Ibarra Chaoul, Moritz Grosse-Wentrup:
Is breathing rate a confounding variable in brain-computer interfaces (BCIs) based on EEG spectral power? EMBC 2015: 1079-1082 - [c14]Vinay Jayaram, Natalie Widmann, Christian Forster, Tatiana Fomina, Matthias Hohmann, Jennifer Muller vom Hagen, Matthis Synofzik, Bernhard Schölkopf, Ludger Schöls, Moritz Grosse-Wentrup:
Brain-computer interfacing in amyotrophic lateral sclerosis: Implications of a resting-state EEG analysis. EMBC 2015: 6979-6982 - [c13]Tatiana Fomina, Matthias Hohmann, Bernhard Schölkopf, Moritz Grosse-Wentrup:
Identification of the Default Mode Network with electroencephalography. EMBC 2015: 7566-7569 - [c12]Ozan Özdenizci, Timm Meyer, Müjdat Çetin, Moritz Grosse-Wentrup:
Adaptive neurofeedback on parieto-occipital cortex for motor learning performance. SIU 2015: 1837-1840 - [c11]Matthias R. Hohmann, Tatiana Fomina, Vinay Jayaram, Natalie Widmann, Christian Forster, Jennifer Muller vom Hagen, Matthis Synofzik, Bernhard Schölkopf, Ludger Schöls, Moritz Grosse-Wentrup:
A Cognitive Brain-Computer Interface for Patients with Amyotrophic Lateral Sclerosis. SMC 2015: 3187-3191 - [i4]Sebastian Weichwald, Timm Meyer, Ozan Özdenizci, Bernhard Schölkopf, Tonio Ball, Moritz Grosse-Wentrup:
Causal interpretation rules for encoding and decoding models in neuroimaging. CoRR abs/1511.04780 (2015) - [i3]Vinay Jayaram, Morteza Alamgir, Yasemin Altun, Bernhard Schölkopf, Moritz Grosse-Wentrup:
Transfer Learning in Brain-Computer Interfaces. CoRR abs/1512.00296 (2015) - [i2]Sebastian Weichwald, Bernhard Schölkopf, Tonio Ball, Moritz Grosse-Wentrup:
Causal and anti-causal learning in pattern recognition for neuroimaging. CoRR abs/1512.04808 (2015) - 2014
- [c10]Sebastian Weichwald, Timm Meyer, Bernhard Schölkopf, Tonio Ball, Moritz Grosse-Wentrup:
Decoding index finger position from EEG using random forests. CIP 2014: 1-6 - [c9]Sebastian Weichwald, Bernhard Schölkopf, Tonio Ball, Moritz Grosse-Wentrup:
Causal and anti-causal learning in pattern recognition for neuroimaging. PRNI 2014: 1-4 - [i1]Pouyan Rafiei Fard, Moritz Grosse-Wentrup:
The Influence of Decoding Accuracy on Perceived Control: A Simulated BCI Study. CoRR abs/1410.6752 (2014) - 2013
- [c8]Moritz Grosse-Wentrup, Stefan Harmeling, Thorsten O. Zander, N. Jeremy Hill, Bernhard Schölkopf:
How to Test the Quality of Reconstructed Sources in Independent Component Analysis (ICA) of EEG/MEG Data. PRNI 2013: 102-105 - 2012
- [c7]Timm Meyer, Jan Peters, Doris Brtz, Thorsten O. Zander, Bernhard Schölkopf, Surjo R. Soekadar, Moritz Grosse-Wentrup:
A brain-robot interface for studying motor learning after stroke. IROS 2012: 4078-4083 - [e1]Georg Langs, Irina Rish, Moritz Grosse-Wentrup, Brian Murphy:
Machine Learning and Interpretation in Neuroimaging - International Workshop, MLINI 2011, Held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011, Revised Selected and Invited Contributions. Lecture Notes in Computer Science 7263, Springer 2012, ISBN 978-3-642-34712-2 [contents] - 2011
- [j7]Dieter Devlaminck, Bart Wyns, Moritz Grosse-Wentrup, Georges Otte, Patrick Santens:
Multisubject Learning for Common Spatial Patterns in Motor-Imagery BCI. Comput. Intell. Neurosci. 2011: 217987:1-217987:9 (2011) - [j6]Moritz Grosse-Wentrup, Bernhard Schölkopf, N. Jeremy Hill:
Causal influence of gamma oscillations on the sensorimotor rhythm. NeuroImage 56(2): 837-842 (2011) - 2010
- [c6]Manuel Gomez-Rodriguez, Jan Peters, N. Jeremy Hill, Bernhard Schölkopf, Alireza Gharabaghi, Moritz Grosse-Wentrup:
Closing the sensorimotor loop: Haptic feedback facilitates decoding of arm movement imagery. SMC 2010: 121-126 - [c5]Morteza Alamgir, Moritz Grosse-Wentrup, Yasemin Altun:
Multitask Learning for Brain-Computer Interfaces. AISTATS 2010: 17-24
2000 – 2009
- 2009
- [j5]Moritz Grosse-Wentrup, Christian Liefhold, Klaus Gramann, Martin Buss:
Beamforming in Noninvasive Brain-Computer Interfaces. IEEE Trans. Biomed. Eng. 56(4): 1209-1219 (2009) - 2008
- [b1]Moritz Grosse-Wentrup:
Feature extraction in non-invasive brain-computer interfaces. Technical University Munich, Germany, 2008 - [j4]Moritz Grosse-Wentrup, Martin Buss:
Multiclass Common Spatial Patterns and Information Theoretic Feature Extraction. IEEE Trans. Biomed. Eng. 55(8): 1991-2000 (2008) - [c4]Moritz Grosse-Wentrup:
Understanding Brain Connectivity Patterns during Motor Imagery for Brain-Computer Interfacing. NIPS 2008: 561-568 - 2007
- [j3]Moritz Grosse-Wentrup, José L. Contreras-Vidal:
The role of the striatum in adaptation learning: a computational model. Biol. Cybern. 96(4): 377-388 (2007) - [j2]Moritz Grosse-Wentrup, Martin Buss:
Overcomplete Independent Component Analysis via Linearly Constrained Minimum Variance Spatial Filtering. J. VLSI Signal Process. 48(1-2): 161-171 (2007) - [c3]Christian Liefhold, Moritz Grosse-Wentrup, Klaus Gramann, Martin Buss:
Comparison of Adaptive Spatial Filters with Heuristic and Optimized Region of Interest for EEG Based Brain-Computer-Interfaces. DAGM-Symposium 2007: 274-283 - 2006
- [j1]Moritz Grosse-Wentrup, Martin Buss:
Subspace identification through blind source separation. IEEE Signal Process. Lett. 13(2): 100-103 (2006) - [c2]Peter Breun, Moritz Grosse-Wentrup, Wolfgang Utschick, Martin Buss:
Robust MEG Source Localization of Event Related Potentials: Identifying Relevant Sources by Non-Gaussianity. DAGM-Symposium 2006: 394-403 - [c1]Moritz Grosse-Wentrup, Klaus Gramann, Martin Buss:
Adaptive Spatial Filters with predefined Region of Interest for EEG based Brain-Computer-Interfaces. NIPS 2006: 537-544
Coauthor Index
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