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  • Gernot Müller-Putz
2018

Improving the quality of the electroencephalogram simultaneously recorded with functional magnetic resonance imaging

Steyrl, D., 21 Nov 2018, 140 p.

Research output: ThesisDoctoral ThesisResearch

Open Access
File
2016

Random forests in non-invasive sensorimotor rhythm brain-computer interfaces: A practical and convenient non-linear classifier

Steyrl, D., Scherer, R., Faller, J. & Müller-Putz, G., 2016, In : Biomedical Engineering / Biomedizinische Technik. 61, 1, p. 77–86

Research output: Contribution to journalArticleResearchpeer-review

The role of transient target stimuli in a steady-state somatosensory evoked potential-based brain-computer interface setup

Pokorny, C., Breitwieser, C. & Müller-Putz, G., 7 Apr 2016, In : Frontiers in neuroscience. 10, 152

Research output: Contribution to journalArticleResearchpeer-review

2018

Stable feature selection for EEG-based emotion recognition

Lan, Z., Sourina, O., Wang, L., Liu, Y., Scherer, R. & Müller-Putz, G. R., 26 Dec 2018, Proceedings - 2018 International Conference on Cyberworlds, CW 2018. Sourin, A., Sourina, O., Erdt, M. & Rosenberger, C. (eds.). Institute of Electrical and Electronics Engineers, p. 176-183 8 p. 8590037

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2019

Perturbation-Evoked Potentials: Future Usage in Human-Machine Interaction

Ditz, J. C. & Müller-Putz, G., 2019, Information Systems and Neuroscience: NeuroIS Retreat 2019. Davies, F. D., Riedl, R., Brocke, J. V., Léger, P-M., Randolph, A. & Fischer, T. (eds.). Springer International Publishing AG , p. 242 - 248 7 p. (Lecture Notes in Information Systems and Organisation; vol. 32).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2017

Error-related potentials with masked and unmasked onset during continuous control and feedback

Lopes Dias, C., Sburlea, A. I. & Müller-Putz, G., 2017, 7th Graz Brain-Computer Interface Conference 2017.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
2016

First contact screening of a BCI Pilot

Höller, M. K., Schwarz, A., Steyrl, D., Statthaler, K. & Müller-Putz, G., 6 Oct 2016.

Research output: Contribution to conferencePosterResearch

Open Access
File
2020

Investigating the role of mind wandering in computer-supported collaborative work: A proposal for an EEG study

Klesel, M., Oschinsky, F. M., Riedl, R. & Müller-Putz, G. R., 1 Jan 2020, Information Systems and Neuroscience - NeuroIS Retreat 2019. Davis, F. D., Riedl, R., Riedl, R., vom Brocke, J., Léger, P-M., Randolph, A. & Fischer, T. (eds.). Springer, p. 53-62 10 p. (Lecture Notes in Information Systems and Organisation; vol. 32).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2017

Visual Input Affects the Decoding of Imagined Movements of the Same Limb

Ofner, P., Kersch, P. & Müller-Putz, G., 18 Sep 2017, Proceedings of the 7th Graz Brain-Computer Interface Conference 2017. Verlag der Technischen Universität Graz, p. 367-372 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2018

A paradigm for detection of self-paced movement imaginations using MRCPs

Pereira, J., Sburlea, A. I. & Müller-Putz, G., 2018.

Research output: Contribution to conferencePosterResearchpeer-review

Towards using fNIRS recordings of mental arithmetic for the detection of residual cognitive activity in patients with disorders of consciousness (DOC)

Kurz, E. M., Wood, G., Kober, S. E., Schippinger, W., Pichler, G., Müller-Putz, G. & Bauernfeind, G., 1 Aug 2018, In : Brain and Cognition. 125, p. 78-87 10 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2016

Movements of the same upper limb can be classified from low-frequency time-domain EEG signals

Ofner, P., Schwarz, A., Pereira, J. & Müller-Putz, G., 2016, Proceedings of the Sixth International Brain-Computer Interface Meeting: BCI Past, Present, and Future. Verlag der Technischen Universität Graz, p. 69 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2017

Decoding Movements of the Upper Limb from EEG

Ofner, P., Schwarz, A., Pereira, J. & Müller-Putz, G., 20 Jun 2017.

Research output: Contribution to conferencePosterResearch

File
2018

EEG patterns of self-paced movement imaginations towards externally-cued and internally-selected targets

Pereira, J., Sburlea, A. I. & Müller-Putz, G., 6 Sep 2018, In : Scientific Reports. 8, 15 p., 13394 .

Research output: Contribution to journalArticleResearchpeer-review

2016

Distinct β Band Oscillatory Networks Subserving Motor and Cognitive Control during Gait Adaptation

Wagner, J., Makeig, S., Gola, M., Neuper, C. & Müller-Putz, G., 17 Feb 2016, In : The journal of neuroscience. 36, 7, p. 2212-26 15 p.

Research output: Contribution to journalArticleResearchpeer-review

Evaluation of induced and evoked changes in EEG during selective attention to verbal stimuli

Horki, P., Bauernfeind, G., Schippinger, W., Pichler, G. & Müller-Putz, G. R., 1 Sep 2016, In : Journal of neuroscience methods. 270, p. 165-176 12 p.

Research output: Contribution to journalArticleResearchpeer-review

2017

Online Reduction of Artifacts in EEG of Simultaneous EEG-fMRI Using Reference Layer Adaptive Filtering (RLAF)

Steyrl, D., Krausz, G., Koschutnig, K., Edlinger, G. & Müller-Putz, G. R., 9 Nov 2017, In : Brain Topography.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
2019

High-density EEG mobile brain/body imaging data recorded during a challenging auditory gait pacing task

Wagner, J., Martinez-Cancino, R., Delorme, A., Makeig, S., Müller-Putz, G., Neuper, C. & Solis-Escalante, T., 17 Oct 2019, In : Scientific Data . 6, 1, 9 p., 211.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2017

Hierarchical decoding of grasping commands from EEG

Omedes, J., Schwarz, A., Montesano, L. & Muller-Putz, G., 13 Sep 2017, 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Smarter Technology for a Healthier World, EMBC 2017 - Proceedings. Institute of Electrical and Electronics Engineers, p. 2085-2088 4 p. 8037264

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2016

Skipping BCI calibration: fundamental investigations on Restricted Boltzmann Machines

Kobler, R., Scherer, R. & Müller-Putz, G., 1 Jun 2016.

Research output: Contribution to conferencePosterResearch

2017

Reference layer adaptive filtering (RLAF) for EEG artifact reduction in simultaneous EEG-fMRI

Steyrl, D., Krausz, G., Koschutnig, K., Edlinger, G. & Müller-Putz, G., 3 Feb 2017, In : Journal of Neural Engineering. 14, 2, p. 1-20

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

Estimating movement parameters from EEG during a continuous tracking task

Kobler, R., Sburlea, A. I. & Müller-Putz, G., 19 Jun 2017.

Research output: Contribution to conferencePosterResearch

2019

Attempted Arm and Hand Movements can be Decoded from Low-Frequency EEG from Persons with Spinal Cord Injury

Ofner, P., Schwarz, A., Pereira, J., Wyss, D., Wildburger, R. & Müller-Putz, G. R., 9 May 2019, In : Scientific Reports. 9, 1, p. 7134 7134.

Research output: Contribution to journalArticleResearchpeer-review

Proceedings of the 8th Graz Brain-Computer Interface Conference 2019: Bridging Science and Application

Müller-Putz, G. (ed.), Ditz, J. C. (ed.) & Wriessnegger, S. C. (ed.), 2019, Graz: Verlag der Technischen Universität Graz. 385 p. (Proceedings of the Graz Brain-Computer Interface Conference)

Research output: Book/ReportAnthologyResearchpeer-review

Open Access
2016

Social inclusion as feature to improve BCI skill training: A feasibility case study in cerebral palsy

Scherer, R., Schwarz, A., Müller-Putz, G., Pammer-Schindler, V. & Lloria García, M., 2016, Proceedings of the Sixth International Brain-Computer Interface Meeting: BCI Past, Present, and Future. Verlag der Technischen Universität Graz

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access

Lets play Tic-Tac-Toe: A Brain-Computer Interface case study in cerebral palsy

Scherer, R., Schwarz, A., Müller-Putz, G., Pammer-Schindler, V. & Lloria García, M., 2016, Systems, Man, and Cybernetics (SMC), 2016 IEEE International Conference on . p. 003736 - 003741

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
2018

Decoding differences in continuously executed and observed tracking movements from EEG signals

Kobler, R., Sburlea, A. I. & Müller-Putz, G., 18 May 2018.

Research output: Contribution to conferenceAbstractResearchpeer-review

2019
2020

SAFE: An EEG dataset for stable affective feature selection

Lan, Z., Liu, Y., Sourina, O., Wang, L., Scherer, R. & Müller-Putz, G., 1 Apr 2020, In : Advanced Engineering Informatics. 44, 11 p., 101047.

Research output: Contribution to journalArticleResearchpeer-review

2018

Decoding natural reach-and-grasp actions from human EEG.

Schwarz, A., Ofner, P., Pereira, J., Sburlea, A. I. & Müller-Putz, G., 15 Feb 2018, In : Journal of Neural Engineering. 15, 1, 016005.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2019

Combining frequency and time-domain EEG features for classification of self-paced reach-and-grasp actions

Schwarz, A., Pereira, J., Lindner, L. & Müller-Putz, G., 25 Jul 2019, Proceedings of the 41st International Engineering in Medicine and Biology Conference. p. 3036-3041 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

HOW SIMILAR ARE THE NEURAL PATTERNS WHEN OBSERVING GRASPING HAND POSTURES TO THE BEHAVIORAL PATTERNS WHEN EXECUTING THE GRASP?

Sburlea, A. I. & Müller-Putz, G., 18 Sep 2019, Proceedings of the 8th Graz Brain-Computer Interface Conference 2019. Müller-Putz, G., Ditz, J. C. & Wriessnegger, S. (eds.). Graz: Verlag der Technischen Universität Graz, p. 279-284

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
2020

Using machine learning to reveal the population vector from EEG signals

Kobler, R. J., Almeida, I., Sburlea, A. I. & Müller-Putz, G. R., 10 Feb 2020, In : Journal of Neural Engineering. 17, 2, 19 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2018

Towards non-invasive Brain-Computer Interfaces for hand/arm control in users with spinal cord injury

Müller-Putz, G., Pereira, J., Ofner, P., Schwarz, A., Lopes Dias, C., Kobler, R., Hehenberger, L., Pinegger, A. & Sburlea, A. I., 15 Jan 2018, The 6th International Winter Conference on Brain-Computer Interface. p. 65-68 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

2017

The sixth international brain–computer interface meeting: advances in basic and clinical research

Huggins, J. E., Müller-Putz, G. & Wolpaw, J. R., 3 Apr 2017, In : Brain-Computer Interfaces. 4, 1-2, p. 1-2 2 p.

Research output: Contribution to journalEditorialResearchpeer-review

2016

BCI adaptation for end users The Graz-BCI approach

Schwarz, A., Steyrl, D., Höller, M. K., Statthaler, K. & Müller-Putz, G., 6 Oct 2016.

Research output: Contribution to conferencePosterResearch

Open Access
File
2017

Movement Decoding from EEG: Target or Direction?

Müller-Putz, G., Peicha, L. & Ofner, P., 18 Sep 2017.

Research output: Contribution to conferencePosterResearchpeer-review

2019

HEAR to remove pops and drifts: the high-variance electrode artifact removal (HEAR) algorithm

Kobler, R., Sburlea, A. I., Mondini, V. & Müller-Putz, G., 26 Jul 2019. 1 p.

Research output: Contribution to conferencePosterResearch

2018
Open Access
2020

Perturbation-evoked potentials can be classified from single-trial EEG

Ditz, J., Schwarz, A. & Müller-Putz, G. R., 16 Apr 2020, (Accepted/In press) In : Journal of Neural Engineering. 23 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2016

Steuerung von Neuroprothesen bei Querschnittlähmung: der nichtinvasive Graz-BCI-Ansatz

Müller-Putz, G., Schwarz, A., Pereira, J. & Ofner, P., 2016, In : Neuroreha. 8, 3, p. 126-133

Research output: Contribution to journalArticleResearch

2017

Cybathlon experiences of the Graz BCI racing team Mirage91 in the brain-computer interface discipline

Statthaler, K., Schwarz, A., Steyrl, D., Kobler, R., Höller, M. K., Brandstetter, J., Hehenberger, L., Bigga, M. & Müller-Putz, G., Dec 2017, In : Journal of NeuroEngineering and Rehabilitation . 14, 129

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
2018

Factors that affect error potentials during a grasping task: toward a hybrid natural movement decoding BCI

Omedes, J., Schwarz, A., Müller-Putz, G. R. & Montesano, L., 1 May 2018, In : Journal of Neural Engineering. 15, 4, 15 p., 046023.

Research output: Contribution to journalArticleResearchpeer-review

2020

Electroencephalography

Müller-Putz, G. R., 1 Jan 2020, Brain-Computer Interfaces. Ramsey, N. F. & Millán Ruiz, J. D. R. (eds.). Amsterdam: Elsevier B.V., p. 249-262 14 p. (Handbook of Clinical Neurology; vol. 168).

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

2017

Event-Related Potentials in Externally and Internally-Driven Target Selection: a preliminary study

Pereira, J., Sburlea, A. I. & Müller-Putz, G., 2017, Proceedings of the 7th Graz Brain-Computer Interface Conference 2017 From Vision to Reality. Graz: Verlag der Technischen Universität Graz, p. 400-405

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2019

Investigating goal-directed movement planning and intention using EEG

Pereira, J., Sburlea, A. I., Ofner, P., Schwarz, A. & Müller-Putz, G., 23 Oct 2019.

Research output: Contribution to conferencePosterResearchpeer-review

2016

Mirage91: The Graz BCI-Racing Team – making students familiar with BCI research.

Müller-Putz, G., Schwarz, A. & Steyrl, D., 30 May 2016, Proceedings of the 6th International Brain-Computer Interface Meeting: BCI Past, Present, and Future. Müller-Putz, G. R., Huggins, J. E. & Steyrl, D. (eds.). Verlag der Technischen Universität Graz, 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

Mobile BCI technology: NeuroIS goes out of the lab into the field

Wriessnegger, S. C., Krumpl, G. & Müller-Putz, G., 2016, Lecture Notes in Information Systems and Organisation: Information Systems and Neuroscience. Springer

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

First contact screening of a BCI Pilot

Höller, M. K., Schwarz, A., Steyrl, D., Statthaler, K. & Müller-Putz, G., 6 Oct 2016, Cybathlon Symposium. 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File