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    Stremayrgasse 16 Graz

    Austria

Research Output 1979 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, 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

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

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.). Verlag der Technischen Universität Graz, 6 p.

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

Open Access
Hand Strength
Posture
Hand
Observation
Electroencephalography

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

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

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

Exploring the similarity of grasping representations among EEG, EMG, kinematic activity and categorical models

Sburlea, A. I., 2018, 7th International BCI Meeting.

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

HEALTHeBIKES-Smart E-Bike prototype for controlled exercise in Telerehabilitation programs

Mayr, P., Falgenhauer, M., Modre-Osprian, R., Hofmann, P., Traninger, H., Rath, M. & Schreier, G., 1 Jan 2018, Health Informatics Meets eHealth: Biomedical Meets eHealth - From Sensors to Decisions - Proceedings of the 12th eHealth Conference. IOS Press, p. 307-313 7 p. (Studies in Health Technology and Informatics; vol. 248).

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

Patient rehabilitation
Rehabilitation
Smartphones
Feasibility Studies
Microcontrollers

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

Two-Stage evaluation of a telehealth nutrition management service in support of Diabesity therapy

Schusterbauer, V., Feitek, D., Kastner, P. & Toplak, H., 1 Jan 2018, Health Informatics Meets eHealth: Biomedical Meets eHealth - From Sensors to Decisions - Proceedings of the 12th eHealth Conference. IOS Press, p. 314-321 8 p. (Studies in Health Technology and Informatics; vol. 248).

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

Telemedicine
Nutrition
Nutrition Therapy
Medical problems
Type 2 Diabetes Mellitus

Utilising Information of the Case Fee Catalogue to Enhance 30-Day Readmission Prediction in the German DRG System

Eggerth, A., Hayn, D., Veeranki, S., Stieg, J. & Schreier, G., 1 Jan 2018, Decision Support Systems and Education: Help and Support in Healthcare. IOS Press, p. 40-44 5 p. (Studies in Health Technology and Informatics; vol. 255).

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

Fees and Charges
Diagnosis-Related Groups
Patient Readmission
Learning systems
ROC Curve
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

Auditory-induced cortical activation patterns measured by functional near infrared spectroscopy (fNIRS): Auditory-induced cortical activation patterns measured by functional near infrared spectroscopy (fNIRS)

Bauernfeind, G., Wriessnegger, S. C., Haumann, S. & Lenarz, T., 2017, Biomedical Engineering.

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

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

Estimation of Gait Parameters from EEG Source Oscillations

Hehenberger, L., Seeber, M. & Scherer, R., 2017, Systems, Man, and Cybernetics (SMC). IEEE Computer Society, p. 004182 - 004187

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

Open Access
Gait
Neuroimaging
Electroencephalography
Walking
Rehabilitation

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

Reconstruction of mitochondrial genotypes from diverse next generation sequencing datasets

Ulz, P., Speicher, M. R. & Thallinger, G., 2017, Proceedings of the 10th International joint conference on Biomedical Engineering Systems and Technologies. Porto, Portugal, p. in press

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

Mitochondrial Genome
Genotype
Libraries
Cell Line
Nucleotides

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

Restricted Boltzmann Machines in Sensory Motor Rhythm Brain-Computer Interfacing: A Study on Inter-Subject Transfer and Co-Adaptation

Kobler, R. & Scherer, R., 2016, Systems, Man, and Cybernetics (SMC), 2016 IEEE International Conference on . p. 000469 - 000474

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

Open Access
Brain
Brain-Computer Interfaces
Imagery (Psychotherapy)
Artifacts
Calibration

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

Time domain classification of grasp and hold tasks

Schwarz, A., 1 Jun 2016, Proceedings of the Sixth 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, Vol. 6. p. 76 1 p.

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

Open Access
Brain computer interface
Electroencephalography

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

Designing for Engaging BCI Training: A Jigsaw Puzzle

Pammer-Schindler, V., Simon, J. P., Wilding, K., Keller, S. & Scherer, R., 2015, CHI PLAY '15. New York, NY: Association of Computing Machinery, p. 667-672

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