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2019

Applying intuitive EEG-controlled grasp neuroprostheses in individuals with spinal cord injury: Preliminary results from the MoreGrasp clinical feasibility study

Müller-Putz, G., Ofner, P., Pereira, J., Pinegger, A., Schwarz, A., Zube, M., Ute Eck, Björn Hessing, Matthias Schneiders & Rüdiger Rupp, 2019, 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

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

Asynchronous detection of error-related potentials using a generic classifier

Lopes Dias, C., Sburlea, A. I. & Müller-Putz, G., 2019, Proceedings of the 8th Graz Brain Computer Interface Conference 2019: Bridging Science and Application. Müller-Putz, G. R., Ditz, J. C. & Wriessnegger, S. (eds.). Graz: Verlag der Technischen Universität Graz, p. 54-58 5 p.

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

Open Access
Calibration
Robotics
Clinical Protocols
Electroencephalography

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

Hand Strength
Spinal Cord Injuries
Electroencephalography
Arm
Hand

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

Brain computer interface
Hand Strength
Electroencephalography
Brain-Computer Interfaces
Hand
Open Access
Brain computer interface
Calibration
Feedback

Domain Adaptation Techniques for EEG-based Emotion Recognition: A Comparative Study on Two Public Datasets

Lan, Z., Sourina, O., Wang, L., Scherer, R. & Muller-Putz, G. R., Mar 2019, In : IEEE Transactions on Cognitive and Developmental Systems. 11, 1, p. 85-94

Research output: Contribution to journalArticleResearchpeer-review

Brain computer interface
Classifiers
Human computer interaction
Network protocols
Experiments

Expectation mismatch during a tracking task: an EEG analysis

Bevilacqua, M., Lopes Dias, C., Sburlea, A. I. & Müller-Putz, G., Sep 2019, Proceedings of the 8th Graz Brain Computer Interface Conference 2019: Bridging Science and Application. Graz: Verlag der Technischen Universität Graz, p. 65-70

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

Open Access
Sensory Feedback
Artifacts
Cerebellum
Electroencephalography
Brain

Expression of kinematic information in eeg and meg signals during visuomotor tasks

Kobler, R., Sburlea, A. I., Mondini, V., Kolesnichenko, E., Hashimoto, H., Hirata, M. & Müller-Putz, G., 19 Oct 2019.

Research output: Contribution to conferenceAbstractResearchpeer-review

Biomechanical Phenomena
Healthy Volunteers
Kinematics
Upper Extremity
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., 26 Jul 2019. 1 p.

Research output: Contribution to conferencePosterResearch

Electrodes
Brain
Functional neuroimaging
Feedback
Ions

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

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
Gait
Electroencephalography
Brain
brain
Paradigm

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
Hand Strength
Posture
Hand
Observation
Electroencephalography

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

Online asynchronous decoding of error-related potentials during the continuous control of a robot

Lopes Dias, C., Sburlea, A. I. & Müller-Putz, G., Nov 2019, In : Scientific reports. 9, 9 p., 17596 .

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Decoding
Robots
Robotic arms
Brain computer interface
End effectors

ONLINE DETECTION OF HAND OPEN VS PALMAR GRASP ATTEMPTS IN A PERSON WITH SPINAL CORD INJURY

Ofner, P., Pereira, J., Schwarz, A. & Müller-Putz, G., Sep 2019, Proceedings of the 8th Graz Brain-Computer Interface Conference 2019. Müller-Putz, G. R., Ditz, J. C. & Wriessnegger, S. C. (eds.). Graz: Verlag der Technischen Universität Graz, p. 188-193

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

Open Access
Hand Strength
Spinal Cord Injuries
Hand
Upper Extremity

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

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

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

Unimanual and Bimanual Reach-and-Grasp Actions Can Be Decoded From Human EEG

Schwarz, A., Pereira, J., Kobler, R. & Müller-Putz, G., 23 Sep 2019, In : IEEE transactions on biomedical engineering. p. 1-12 12 p.

Research output: Contribution to journalArticleResearchpeer-review

Electroencephalography

Using ErrPs to improve continuous BCIs

Lopes Dias, C., Sburlea, A. I. & Müller-Putz, G., Oct 2019.

Research output: Contribution to conferencePosterResearchpeer-review

2018

Action affordances and visuo-spatial complexity in motor imagery: an fMRI study

Schulz, L., Ischebeck, A., Wriessnegger, S. C., Steyrl, D. & Müller-Putz, G., 2018, In : Brain and Cognition.

Research output: Contribution to journalArticleResearchpeer-review

Affective motor imagery activates specific brain regions of the pain matrix

Wriessnegger, S. C., Raggam, P. & Müller-Putz, G., 2018.

Research output: Contribution to conferencePosterResearchpeer-review

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

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

Research output: Contribution to conferenceAbstractResearchpeer-review

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

Open Access
Electroencephalography
Artifacts
Magnetic Resonance Imaging
Subtraction Technique
Bioelectric potentials

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

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
Hand Strength
Electroencephalography
Decoding
Feature extraction
Motor Cortex

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

Imagination
Evoked Potentials
Brain-Computer Interfaces
Hand Strength
Cues

Exploring representations of human grasping in neural, muscle and kinematic signals

Sburlea, A. I. & Müller-Putz, G. R., 12 Nov 2018, In : Scientific reports. 8, 1, 16669.

Research output: Contribution to journalArticleResearchpeer-review

Biomechanical Phenomena
Brain-Computer Interfaces
Muscles
Hand Strength
Hand

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

Decoding
Imagery (Psychotherapy)
Hand Strength
Evoked Potentials
Prostheses and Implants

Imagine squeezing a cactus: Cortical activation during affective motor imagery measured by functional near-infrared spectroscopy

Wriessnegger, S. C., Bauernfeind, G., Kurz, E-M., Raggam, P. & Müller-Putz, G., 2018, In : Brain and Cognition. 126, p. 13-22

Research output: Contribution to journalArticleResearchpeer-review

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
artifact

Masked and unmasked error-related potentials during continuous control and feedback

Lopes Dias, C., Sburlea, A. I. & Müller-Putz, G., 2018, In : Journal of neural engineering. 15, 3

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Feedback
Brain-Computer Interfaces
Trajectories
Brain computer interface
Brain

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, 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

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

Consciousness Disorders
Brain-Computer Interfaces
Task Performance and Analysis
Communication
Consciousness
Open Access
Electroencephalography
Functional Neuroimaging
Motor Cortex
Healthy Volunteers
Brain
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

Asynchronous detection of interaction errors

Lopes Dias, C., Sburlea, A. I. & Müller-Putz, G., 2017.

Research output: Contribution to conferencePosterResearch

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

Composing only by thought: Novel application of the P300 brain-computer interface

Pinegger, A., Hiebel, H., Wriessnegger, S. C. & Müller-Putz, G. R., 6 Sep 2017, In : PLoS ONE.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Brain-Computer Interfaces
Brain computer interface
Music
Brain
Electroencephalography

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

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
Brain-Computer Interfaces
Upper Extremity
Electroencephalography
Spinal Cord Injuries
Arm

EEG-controlled grasp neuroprosthesis for individuals with high spinal cord injury - decoding of multiple single limb movements

Müller-Putz, G., 20 Jul 2017.

Research output: Contribution to conferencePosterResearchpeer-review

EEG-controlled noninvasive grasp neuroprosthesis for individuals with high spinal cord injury – decoding of multiple single limb movements and multi-pad electrodes for closed-loop grasp pattern

Rupp, R., Schneiders, M., Hessing, B., Smith, R. M., Ramsay, A., Schwarz, A., Pereira, J., Ofner, P., Pinegger, A. & Müller-Putz, G., 11 Dec 2017.

Research output: Contribution to conferencePosterResearchpeer-review