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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
1152016
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
732021
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
542014
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
442014
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
332021
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
312015
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
252021
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
182020
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
142019
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
142013
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
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
122022
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
102021
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