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David Steyrl
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Random forests in non-invasive sensorimotor rhythm brain-computer interfaces: a practical and convenient non-linear classifier
D Steyrl, R Scherer, J Faller, GR Müller-Putz
Biomedical Engineering/Biomedizinische Technik 61 (1), 77-86, 2016
1182016
Predicting fear and perceived health during the COVID-19 pandemic using machine learning: A cross-national longitudinal study
SJ Eder, D Steyrl, MM Stefanczyk, M Pieniak, J Martínez Molina, O Pešout, ...
Plos one 16 (3), e0247997, 2021
762021
Short time sports exercise boosts motor imagery patterns: implications of mental practice in rehabilitation programs
SC Wriessnegger, D Steyrl, K Koschutnig, GR Müller-Putz
Frontiers in human neuroscience 8, 469, 2014
652014
Motor Imagery Brain-Computer Interfaces: Random Forests vs Regularized LDA-Non-linear Beats Linear
D Steyrl, R Scherer, O Förstner, GR Müller-Putz
6th International Brain-Computer Interface Conference 2014, 2014
572014
Single trial classification of fNIRS-based brain-computer interface mental arithmetic data: A comparison between different classifiers
G Bauernfeind, D Steyrl, C Brunner, GR Muller-Putz
36th Annual International Conference of the IEEE Engineering in Medicine and …, 2014
452014
Reference layer adaptive filtering (RLAF) for EEG artifact reduction in simultaneous EEG-fMRI
D Steyrl, G Krausz, K Koschutnig, G Edlinger, GR Müller-Putz
Journal of neural engineering 14 (2), 026003, 2017
392017
Securing your relationship: Quality of intimate relationships during the COVID-19 pandemic can be predicted by attachment style
SJ Eder, AA Nicholson, MM Stefanczyk, M Pieniak, J Martínez-Molina, ...
Frontiers in psychology 12, 647956, 2021
352021
On similarities and differences of invasive and non-invasive electrical brain signals in brain-computer interfacing
D Steyrl, RJ Kobler, GR Müller-Putz
Journal of Biomedical Science and Engineering 9 (8), 2016
332016
A Co-adaptive Sensory Motor Rhythms Brain-Computer Interface Based on Common Spatial Patterns and Random Forest
A Schwarz, R Scherer, D Steyrl, J Faller, G Müller-Putz
37th Annual International Conference of the IEEE Engineering in Medicine and …, 2015
322015
Predictors of real-time fMRI neurofeedback performance and improvement–a machine learning mega-analysis
A Haugg, FM Renz, AA Nicholson, C Lor, SJ Götzendorfer, R Sladky, ...
Neuroimage 237, 118207, 2021
302021
Cybathlon experiences of the Graz BCI racing team Mirage91 in the brain-computer interface discipline
K Statthaler, A Schwarz, D Steyrl, R Kobler, MK Höller, J Brandstetter, ...
Journal of neuroengineering and rehabilitation 14, 1-16, 2017
242017
Cooperation in mind: motor imagery of joint and single actions is represented in different brain areas
SC Wriessnegger, D Steyrl, K Koschutnig, GR Müller-Putz
Brain and cognition 109, 19-25, 2016
242016
Action affordances and visuo-spatial complexity in motor imagery: An fMRI study
L Schulz, A Ischebeck, SC Wriessnegger, D Steyrl, GR Müller-Putz
Brain and cognition 124, 37-46, 2018
222018
Emotion regulation modulates dietary decision-making via activity in the prefrontal–striatal valuation system
C Morawetz, D Steyrl, S Berboth, HR Heekeren, S Bode
Cerebral Cortex 30 (11), 5731-5749, 2020
212020
Online reduction of artifacts in EEG of simultaneous EEG-fMRI using reference layer adaptive filtering (RLAF)
D Steyrl, G Krausz, K Koschutnig, G Edlinger, GR Müller-Putz
Brain topography 31, 129-149, 2018
172018
Artifacts in EEG of simultaneous EEG-fMRI: pulse artifact remainders in the gradient artifact template are a source of artifact residuals after average artifact subtraction
D Steyrl, GR Müller-Putz
Journal of Neural Engineering 16 (1), 016011, 2019
162019
Random forests for feature selection in non-invasive brain-computer interfacing
D Steyrl, R Scherer, GR Müller-Putz
International Workshop on Human-Computer Interaction and Knowledge Discovery …, 2013
152013
Differential mechanisms of posterior cingulate cortex downregulation and symptom decreases in posttraumatic stress disorder and healthy individuals using real‐time fMRI …
AA Nicholson, D Rabellino, M Densmore, PA Frewen, D Steyrl, ...
Brain and behavior 12 (1), e2441, 2022
142022
Brain-Computer Interface adaptation for an end user to compete in the Cybathlon
A Schwarz, D Steyrl, GR Müller-Putz
2016 IEEE International Conference on Systems, Man, and Cybernetics, SMC2016 …, 2016
132016
Progressive modulation of resting-state brain activity during neurofeedback of positive-social emotion regulation networks
M Krylova, S Skouras, A Razi, AA Nicholson, A Karner, D Steyrl, ...
Scientific Reports 11 (1), 23363, 2021
112021
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