Gernot Müller-Putz

Univ.-Prof. Dipl.-Ing. Dr.techn.

1992 …2021
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Research Output 1999 2019

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Conference contribution
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, (Accepted/In press) Proceedings of the 41st International Engineering in Medicine and Biology Conference.

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

Brain computer interface
Hand Strength
Electroencephalography
Brain-Computer Interfaces
Hand

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

Kobler, R., Sburlea, A. I., Mondini, V. & Müller-Putz, G., Jul 2019, Proceedings of the 41th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). IEEE Xplore, 6 p.

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

Electrodes
Brain
Functional neuroimaging
Feedback
Ions

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

Simultaneous decoding of velocity and speed during executed and observed tracking movements: an MEG study

Kobler, R., Hirata, M., Hashimoto, H., Dowaki, R., Sburlea, A. I. & Müller-Putz, G., 18 Sep 2019, Proceedings of the 8th Graz Brain-Computer Interface Conference 2019: Bridging Science and Application. Müller-Putz, G., Ditz, J. & Wriessnegger, S. (eds.). Graz: Verlag der Technischen Universität Graz, p. 100-105 6 p.

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

Open Access
Biomechanical Phenomena
Decoding
Kinematics
Upper Extremity
Brain
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

Emotion Recognition
Brain computer interface
Electroencephalography
Feature Selection
Feature extraction

The impact of gestures on Formal Language learning and its neural correlates: A study proposal

Wriessnegger, S. C., Macedonia, M., Hacker, C. & Müller-Putz, G., 2018, Lecture Notes in Neuro Information Systems. Springer Verlag

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

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, M. 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

A comparison of ocular artifact removal methods for block design based electroencephalography experiments

Kobler, R., Sburlea, A. I. & Müller-Putz, G., 18 Sep 2017, Proceedings of the 7th Graz Brain-Computer Interface Conference 2017: From Vision to Reality. Müller-Putz, G., Steyrl, D., Wrissnegger, S. & Scherer, R. (eds.). Graz: Verlag der Technischen Universität Graz, p. 236-241 6 p. 44

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

Open Access
Eye movements
Electroencephalography
Brain
Experiments
Processing

Brain-Computer Interface adaptation for an end user to compete in the Cybathlon

Schwarz, A., Steyrl, D. & Müller-Putz, G., 2017, Proceedings of the 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC 2016). Institute of Electrical and Electronics Engineers

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

Open Access

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

Lopes Dias, M. 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

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

Evoked Potentials
Cues
P300 Event-Related Potentials
Brain-Computer Interfaces
Imagination

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

Electroencephalography
Decoding
Brain-Computer Interfaces
Self-Help Devices
Hand Strength

Movement Decoding from EEG: Target or Direction?

Müller-Putz, G., Peicha, L. & Ofner, P., 18 Sep 2017, Proceedings of the 7th Graz Brain-Computer Interface Conference 2017. Verlag der Technischen Universität Graz, p. 344-348 5 p.

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

arms control
Group

No training, same performance!? - A generic P300 classifier approach

Pinegger, A. & Müller-Putz, G. R., 26 Sep 2017, Proceedings of the 7th International BCI Conference Graz 2017.

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

Open Access

The EEG-controlled MoreGrasp grasp neuroprosthesis for individuals with high spinal cord injury – multipad electrodes for screening and closed-loop grasp pattern control

Müller-Putz, G. & Rupp, 17 Jul 2017, International Functional Electrical Stimulation Society 21st Annual Conference. p. 25

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

Towards non-invasive EEG-based arm/handcontrol in users with spinal cord injury

Müller-Putz, G., Ofner, P., Schwarz, A., Pereira, J., Pinegger, A., Lopes Dias, M. C., Hehenberger, L., Kobler, R. & Sburlea, A. I., 2017, 5th International Winter Conference on Brain-Computer Interfaces.

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

Unsupervised feature learning for EEG-based emotion recognition

Lan, Z., Sourina, O., Wang, L., Scherer, R. & Müller-Putz, G., 27 Nov 2017, Proceedings - 2017 International Conference on Cyberworlds, CW 2017 - in cooperation with: Eurographics Association International Federation for Information Processing ACM SIGGRAPH. Institute of Electrical and Electronics Engineers, Vol. 2017-January. p. 182-185 4 p.

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

Emotion Recognition
Electroencephalography
Power spectral density
Feature extraction
Power Spectral Density

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

Electroencephalography
Decoding
Brain
Classifiers
2016

BCI adaption for end user –The GRAZ-BCI approach

Schwarz, A., Steyrl, D., Höller, M. K., 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

Discriminating goal-directed from non-goal-directed movements for BCI control

Pereira, J., Ofner, P., Schwarz, A. & Müller-Putz, G., May 2016, Proceedings of the 6th International Brain-Computer Interface Meeting. Müller-Putz, G. R., Huggins, J. E. & Steyrl, D. (eds.). Verlag der Technischen Universität Graz, p. 67 1 p.

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

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
Brain computer interface
Electroencephalography
Boring
Learning systems
Brain

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
Brain computer interface
Students
Neurophysiology
Knee prostheses
Electronic medical equipment

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

Optimized individual mental tasks to control BCIs

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

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

Open Access
File

Skipping BCI calibration: fundamental investigations on Restricted Boltzmann Machines

Kobler, R., Müller-Putz, G. & Scherer, R., 2016, Proceedings of the Sixth International Brain-Computer Interface Meeting: BCI Past, Present, and Future. Verlag der Technischen Universität Graz, p. 157

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

Open Access

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

The MIRAGE91 Brain–Computer Interface

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

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

Open Access
File

Using Support Vector Regression to Estimate Valence Level from EEG

Lan, Z., Müller-Putz, G., Wang, L., Liu, Y., Sourina, O. & Scherer, R., 2016, Systems, Man, and Cybernetics (SMC), 2016 IEEE International Conference on . p. 002558 - 002563

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

Open Access
2015

Achievements and challenges of translational research in non-invasive SMR-BCI-controlled upper extremity neuroprosthesis in spinal cord injury

Müller-Putz, G. R. & Rupp, R., 1 Jul 2015, 2015 7th International IEEE/EMBS Conference on Neural Engineering, NER 2015. IEEE Computer Society Publications, Vol. 2015-July. p. 158-161 4 p. 7146584

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

Brain computer interface
Electroencephalography
Restoration

A Co-adaptive Sensory Motor Rhythms Brain-Computer Interface Based on Common Spatial Patterns and Random Forest

Schwarz, A., Scherer, R., Steyrl, D., Faller, J. & Müller-Putz, G., 2015, Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'15). ., p. 1049-1052

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

Bring mental activity into action! An enhanced online co-adaptive brain-computer interface training protocol

Scherer, R., Faller, J., Opisso, E., Costa, U., Steyrl, D. & Müller-Putz, G., 2015, Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'15). ., p. 2323-2326

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

Classification of unconscious like/dislike decisions: First results towards a novel application for BCI technology

Wriessnegger, S., Hackhofer, D. & Müller-Putz, G., 2015, (Accepted/In press) Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.. .

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

Game-based BCI training: Interactive design for individuals with cerebral palsy

Scherer, R., Schwarz, A., Müller-Putz, G., Pammer-Schindler, V. & Lloria García, M., 2015, IEEE International Conference on Systems, Man, and Cybernetics. ., p. 3175-3180

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

Goal-Directed or Aimless? EEG Differences during the Preparation of a Reach-and-Touch Task

Pereira, J., Ofner, P. & Müller-Putz, G., 2015, 37th Annual International Conference of the IEEE. ., p. 1488-1491

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

Improved concept and first results of an auditory single-switch BCI for the future use in disorders of consciousness patients

Bauernfeind, G., Horki, P., Kurz, E-M., Schippinger, W., Pichler, G. & Müller-Putz, G., 2015, (Accepted/In press) 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’15). .

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

Movement target decoding from EEG and the corresponding discriminative sources: A preliminary study

Ofner, P. & Müller-Putz, G., 2015, Proceedings of the 37th Annual International Conference of the IEEE EMBS. Institute of Electrical and Electronics Engineers, p. 1468-1471

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

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

Steyrl, D., Patz, F., Krausz, G., Edlinger, G. & Müller-Putz, G., 2015, Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'15). ., p. 3803-3806

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

Sheet Music by Mind: Towards a Brain-Computer Interface for Composing

Pinegger, A., Wriessnegger, S. & Müller-Putz, G., 2015, Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'15). ., p. 1053-1056

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

The evaluation of different sensor technologies

Wriessnegger, S., Pinegger, A. & Müller-Putz, G., 2015, Lecture Notes in Information Systems and Organisation. ., p. 85-90

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

2014

Adaptive hybrid Brain-Computer Interaction: Ask a Trainer for Assistance!

Müller-Putz, G., Steyrl, D. & Faller, J., 2014, Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'14). ., p. 1493-1496

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

Analyzing EEG source connectivity with SCoT

Billinger, M., Brunner, C. & Müller-Putz, G., 2014, (Accepted/In press) Proceedings of the Sixth International BCI Conference 2014. .

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

A P300 BCI for e - inclusion, cognitive rehabilitation and smart home control

Käthner, I., Daly, J., Halder, S., Räderscheidt, J., Armstrong, E., Dauwalder, S., Hintermüller, C., Espinosa, A., Vargiu, E., Pinegger, A., Faller, J., Wriessnegger, S., Miralles, F., Lowish, H., Markey, D., Müller-Putz, G., Martin, S. & Kübler, A., 2014, Proceedings of the 6th International BCI Conference Graz 2014. ., p. 60-63

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

Augmenting communication, emotion expression and interaction capabilities of individuals with cerebral palsy

Scherer, R., Billinger, M., Wagner, J., Müller-Putz, G., Raya, R., Rocon de Lima, E., Mohamad, Y., Hettich, D., Bolinger, E., Iosa, M., Cincotti, F., Londral, A. R., Mesquita, J., Lloria Garcia, M. & Belda, J., 2014, (Accepted/In press) Proc. of the 6th International Brain-Computer Interface Conference. .

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

Automatic Pause Detection during P300 Web Browsing

Pinegger, A., Deckert, L., Halder, S., Faller, J., Käthner, I., Wriessnegger, S., Kübler, A. & Müller-Putz, G., 2014, Proceedings of the 6th International BCI Conference Graz 2014. ., p. 1-4

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

BNCI Horizon 2020 - Towards a Roadmap for Brain/Neural Computer Interaction

Brunner, C., Blankertz, B., Cincotti, F., Kübler, A., Mattia, D., Miralles, F., Nijholt, A., Otal, B., Salomon, P. & Müller-Putz, G., 2014, Lecture Notes in Computer Science 8513, 8th International Conference, UAHCI 2014, Held as Part of HCI International 2014. Springer, Vol. 8513. p. 475-486 (Lecture Notes in Computer Science).

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

Decoding of Executed Movements and Source Imaging

Ofner, P. & Müller-Putz, G., 2014, (Accepted/In press) Proceedings of the 6th International BCI Conference Graz 2014. Verlag der Technischen Universität Graz

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

EEG-based Classification of Imagined Arm Trajectories

Ofner, P. & Müller-Putz, G., 2014, Replace, Repair, Restore, Relieve - Bridging Clinical and Engineering Solutions in Neurorehabilitation. Springer International Publishing AG , p. 611-620

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

Eye-blink related changes in EEG during an auditory working-memory task performance

Horki, P. & Müller-Putz, G., 2014, Proceedings of the 6th International BCI Conference Graz 2014. ., p. 077/1-077/4

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

Improved Classification of Auditory Evoked Event-Related Potentials

Bauernfeind, G., Pokorny, C., Steyrl, D., Wriessnegger, S., Pichler, G., Schippinger, W., Noirhomme, Q., Real, R. G., Kübler, A., Mattia, D. & Müller-Putz, G., 2014, Proceedings of the 6th International BCI Conference Graz 2014. Verlag der Technischen Universität Graz, p. 062-1-062-4

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

Open Access
File