• 8010

    Stremayrgasse 16 Graz

    Austria

Research Output 1979 2020

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.

Research output: Contribution to journalArticleResearchpeer-review

Learning systems
Brain
Parietal Lobe
Population
Robotic arms
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

Artificial somatosensory kinaesthetic feedback of arm movements

Hehenberger, L., Sburlea, A. I., Kobler, R. & Müller-Putz, G., 19 Oct 2019.

Research output: Contribution to conferenceAbstractResearchpeer-review

Feedback
Afferent Pathways
Efferent Pathways
Scapula
Sensory Feedback

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

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., 23 Jul 2019.

Research output: Contribution to conferencePosterResearchpeer-review

Brain computer interface
Electroencephalography
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

EEG-based Endogenous Online Co-Adaptive Brain-Computer Interfaces: Strategy for Success?

Scherer, R., Faller, J., Sajda, P. & Vidaurre, C., 2019, p. 299-304.

Research output: Contribution to conferencePaperResearchpeer-review

Brain computer interface
Electroencephalography
Brain
Communication

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

Mental imagery for brain-computer interface control and communication in non-responsive individuals

Lugo, Z. R., Pokorny, C., Pellas, F., Noirhomme, Q., Laureys, S., Müller-Putz, G. & Kübler, A., 1 Jan 2019, In : Annals of Physical and Rehabilitation Medicine.

Research output: Contribution to journalArticleResearchpeer-review

Brain-Computer Interfaces
Quadriplegia
Imagery (Psychotherapy)
Consciousness
Automatic Data Processing

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
Cervical Cord

Patient record linkage for data quality assessment based on time series matching

Eggerth, A., Hayn, D., Kreiner, K., Veeranki, S., Traninger, H., Modre-Osprian, R. & Schreier, G., 1 Jan 2019, dHealth 2019 - From eHealth to dHealth - Proceedings of the 13th Health Informatics Meets Digital Health Conference. Hayn, D., Eggerth, A. & Schreier, G. (eds.). IOS Press, p. 210-217 8 p. (Studies in Health Technology and Informatics; vol. 260).

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

Time series
Computer Security
Ergometry
Data privacy
Information Storage and Retrieval

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

Predictive modelling and its visualization for telehealth data – Concept and implementation of an interactive viewer

Sams, M., Eggerth, A., Hayn, D., Veeranki, S. & Schreier, G., 1 Jan 2019, dHealth 2019 - From eHealth to dHealth - Proceedings of the 13th Health Informatics Meets Digital Health Conference. Hayn, D., Eggerth, A. & Schreier, G. (eds.). IOS Press, p. 234-241 8 p. (Studies in Health Technology and Informatics; vol. 260).

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

Telemedicine
Visualization
Health Care Sector
MATLAB
Data structures

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

Tuning of parameters for a vibrotactile kinaesthetic feedback system utilizing tactile illusions

Hehenberger, L., 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. 244-248 5 p. 45

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

Tuning
Feedback
Actuators
Phantom Limb
Afferent Pathways
Tuning
Feedback
Actuators
Phantom Limb
Afferent Pathways

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

Workshops of the seventh international brain-computer interface meeting: not getting lost in translation

Huggins, J. E., Aarnoutse, E., Anderson, C. W., Bedrick, S., Besio, W., Chavarriaga, R., Collinger, J. L., Do, A. H., Herff, C., Hohmann, M., Kinsella, M., Lee, K., Lotte, F., Müller-Putz, G., Nijholt, A., Pels, E., Peters, B., Putze, F., Rupp, R., Schalk, G. & 3 othersScott, S., Tangermann, M. & Tubig, P., 3 Jul 2019, In : Brain-Computer Interfaces. 6, 3, p. 71-101 31 p.

Research output: Contribution to journalArticleResearchpeer-review

Brain-Computer Interfaces
Brain computer interface
Education
Brain
Research

“Switch-off” of respiratory sinus arrhythmia may be associated with the activation of an oscillatory source (pacemaker) in the brain stem

Pfurtscheller, G., Rassler, B., Schwerdtfeger, A. R., Klimesch, W., Andrade, A., Schwarz, G. & Thayer, J. F., 1 Jan 2019, In : Frontiers in Physiology. 10, JUL, 939.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Brain Stem
Respiration
Oxygen
Respiratory Center
Physiological Phenomena
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

Are Online Co-Adaptive Sensorimotor Rhythm Brain-Computer Interface Training Paradigms Effective?

Cunha, J. D. & Scherer, R., 2018, 2018 International Conference on Cyberworlds (CW). p. 419-422

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

Are Online Co-Adaptive Sensorimotor Rhythm Brain-Computer Interface Training Paradigms Effective?

Cunha, J. D. & Scherer, R., 2018.

Research output: Contribution to conferencePosterResearchpeer-review

Open Access
Electroencephalography
Artifacts
Magnetic Resonance Imaging
Subtraction Technique
Bioelectric potentials

Automated Measurement and Subtask Analysis of the Timed Upand- Go Test in the Field of Geriatrics

Andreas, Z., Peter, K., Robert, M. O. & Gunter, S., 26 Oct 2018, 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2018. Institute of Electrical and Electronics Engineers, Vol. 2018-July. p. 1526-1529 4 p. 8512464

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

Geriatrics
Ultrasonics
Health
Equipment and Supplies
Monitoring

BCI and Games: Playful, Experience-Oriented Learning by Vivid Feedback?

Kober, S., Ninaus, M., Friedrich, E. V. C. & Scherer, R., 2018, Brain-computer interfaces handbook: technological and theoretical advances. Nam, C. S., Nijholt, A. & Lotte, F. (eds.). Boca Raton: CRC Press Taylor & Francis Group, p. 207-232

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

Bioinformatic Analysis of FXR related ChIP-seq data

Panzitt, K., Wagner, M. & Thallinger, G., Aug 2018.

Research output: Contribution to conferencePosterResearchpeer-review

Bioinformatic Analysis of FXR related ChIP-seq data

Panzitt, K., Wagner, M. & Thallinger, G., Sep 2018.

Research output: Contribution to conferencePosterResearchpeer-review

Bioinformatic Analysis of FXR related ChIP-seq data

Panzitt, K., Wagner, M. & Thallinger, G., 27 Nov 2018.

Research output: Contribution to conferencePosterResearchpeer-review

Cardiac anomaly detection based on time and frequency domain features using tree-based classifiers

Kropf, M., Hayn, D., Morris, D., Radhakrishnan, A. K., Belyavskiy, E., Frydas, A., Pieske-Kraigher, E., Pieske, B. & Schreier, G., 25 Oct 2018, In : Physiological measurement. 39, 11, 114001.

Research output: Contribution to journalArticleResearchpeer-review

Classifiers
Electrocardiography
Cardiology
Telemedicine
Information Storage and Retrieval

Cortical Activation Patterns to Spatially Presented Pure Tone Stimuli with Different Intensities Measured by Functional Near-Infrared Spectroscopy

Bauernfeind, G., Wriessnegger, S. C., Haumann, S. & Lenarz, T., 2018, In : Brain Topography. 15 p.

Research output: Contribution to journalArticleResearchpeer-review

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