Reinhold Scherer

Dipl.-Ing. Dr.techn.

1992 …2018
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Research Output 2001 2018

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Conference contribution
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

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
2017

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

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
2016

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

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

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

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

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

2014

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

Motor Imagery Brain-Computer Interfaces: Random Forests vs Regularized LDA - Non-linear Beats Linear

Steyrl, D., Scherer, R., Förstner, O. & Müller-Putz, G., 2014, Proceedings of the 6th International Brain-Computer Interface Conference Graz 2014. Verlag der Technischen Universität Graz, p. 061-1-061-4

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

Open Access
File

Online artifact reduction and sequential evidence accumulation enhances robustness of thought-based interaction

Scherer, R., Wagner, J., Billinger, M. & Müller-Putz, G., 2014, (Accepted/In press) Proc. of the 6th International Brain-Computer Interface Conference. .

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

Reconstructing gait cycle patterns from non-invasive recorded low gamma modulations

Seeber, M., Wagner, J., Scherer, R., Solis Escalante, T. & Müller-Putz, G., 2014, (Accepted/In press) Proceedings of the 6th International BCI Conference Graz 2014. .

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

2013

A pilot study on mental workload detection during operation of a self-paced ERD BCI

Faller, J., Bauernfeind, G., Scherer, R. & Müller-Putz, G., 2013, (Accepted/In press) Proceedings of the 4th TOBI Workshop 2013. .

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

A population search algorithm for multiple clustered solutions: application to EEG connectivity

Daly, I., Scherer, R. & Müller-Putz, G., 2013, (Accepted/In press) Proceedings of Biomed 2013. .

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

Automatic adaptation to post-movement event-related synchronization in a brain-computer interface

Faller, J., Solis Escalante, T., Scherer, R. & Müller-Putz, G., 2013, (Accepted/In press) Dreiländertagung der Deutsche, Schweizerischen und Österreichischen Gesellschaft für Biomedizinische Technik. .

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

Automatic adaptation to the beta rebound after brisk movement imagery in a brain-computer interface

Faller, J., Solis Escalante, T., Wriessnegger, S., Scherer, R. & Müller-Putz, G., 2013, (Accepted/In press) Proceedings of the 6th International IEEE EMBS Neural Engineering Conference. .

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

Autonomy and Social Inclusion for the Severely Disabled: The BrainAble Prototype

Faller, J., Torrellas, S., Costa, U., Opisso, E., Fernández, J. M., Kapeller, C., Holzner, C., Medina, J., Carmichael, C., Bauernfeind, G., Miralles, F., Guger, C., Scherer, R. & Müller-Putz, G., 2013, Proceedings of the Fifth International Brain - Computer Interface Meeting 2013. ., p. 1-2

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

BCI-based Operation of Off-the-Shelf Software Applications: Towards a General-Purpose Application Control Framework

Scherer, R., Oesterlein, T., Pröll, M., Marko, S. & Müller-Putz, G., 2013, Proceedings of the Fifth International Brain-Computer Interface Meeting: Defining the Future. Verlag der Technischen Universität Graz, p. 166-167

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

Brain-Computer Interface research at the Graz University of Technology: Novel concepts in neurorehabilitation

Scherer, R., Faller, J., Solis Escalante, T., Wagner, J. & Müller-Putz, G., 2013, 28e Congrès de Médecine Physique et de Réadaptation, Reims, 17, 18 et 19 octobre 2013. ., Vol. 56, Supplement 1. p. e378-e378 (Annals of Physical and Rehabilitation Medicine).

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

Brain-Computer Interfacing for Users with Cerebral Palsy, Challenges and Opportunities

Daly, I., Billinger, M., Scherer, R. & Müller-Putz, G., 2013, (Accepted/In press) UAHCI/HCII 2013, Part I. ., Vol. 8009. (Lecture Notes in Computer Science).

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

Connecting the disabled to their physical and social world:The BrainAble experience

Fernández, J. M., Dauwalder, S., Torrellas, S., Faller, J., Scherer, R., Omedas, P., Verschure, P., Espinoza, A., Guger, C., Carmichael, C., Costa, U., Opisso, E., Tormos, J. M. & Miralles, F., 2013, (Accepted/In press) Proceedings of the 4th TOBI Workshop 2013. .

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

Electrophysiological Markers of Emotion Processing in Cerebral Palsy - Towards a Clinical Affective Brain-computer Interface

Hettich, D. T., Bolinger, E., Scherer, R., Müller-Putz, G., Birbaumer, N., Rosenstiel, W., Bogdan, M. & Matuz, T., 2013, Society for Psychophysiological Research, Abstracts for the Fifty-Third Annual Meeting. ., p. 41-41

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

Estimating Brain Connectivity from Single-Trial EEG Recordings

Billinger, M., Brunner, C., Scherer, R. & Müller-Putz, G., 2013, (Accepted/In press) Proceedings of the BMT 2013. .

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

Extraction of Oscillatory EEG during Palm and Finger Movements

Kanoh, S., Scherer, R., Miyamoto, K. & Yoshinobu, T., 2013, (Accepted/In press) Proceedings of the 4th TOBI Workshop 2013. .

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

Individual Selection of Mental Tasks and Frequency Bands Boosts Performance in a 4-Class Brain-Computer Interface

Friedrich, E., Scherer, R., Pineda, J. A. & Neuper, C., 2013, Proceedings of the Fifth International Brain-Computer Interface Meeting: Defining the Future. Verlag der Technischen Universität Graz, p. 139-140

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

Models of human navigation in information networks based on decentralized search

Helic, D., Strohmaier, M., Granitzer, M. & Scherer, R., 2013, ACM Conference on Hypertext and Hypermedia. ., p. 89-98

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

Online co-adaptive brain-computer interfacing: Preliminary results in individuals with spinal cord injury

Faller, J., Solis Escalante, T., Costa, U., Opisso, E., Medina, J., Scherer, R. & Müller-Putz, G., 2013, (Accepted/In press) Proceedings of the 6th International IEEE EMBS Neural Engineering Conference. .

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

On Oscillatory EEG During Palm and Finger Movements

Kanoh, S., Scherer, R., Miyamoto, K. & Yoshinobu, T., 2013, Proceedings of the Fifth International Brain-Computer Interface Meeting: Defining the Future. Verlag der Technischen Universität Graz, p. 117-118

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

Random Forests for Feature Selection in Non-invasive Brain-Computer Interfacing

Steyrl, D., Scherer, R. & Müller-Putz, G., 2013, Human-Computer Interaction and Knowledge Discovery in Complex, Unstructured, Big Data. Holzinger, A. & Pasi, G. (eds.). Heidelberg Dordrecht London New York: Springer, p. 207-216 (Lecture Notes in Computer Science).

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

Rapid Prototyping for hBCI Users With Cerebral Palsy

Daly, I., Aloise, F., Aricó, P., Belda, J., Billinger, M., Bolinger, E., Cincotti, F., Hettich, D., Iosa, M., Laparra-Hernández, J., Scherer, R. & Müller-Putz, G., 2013, Proceedings of the Fifth International Brain-Computer Interface Meeting: Defining the Future. Verlag der Technischen Universität Graz, p. 27-28

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

Robot assisted walking affects the synchrony between premotor and somatosensory areas

Wagner, J., Solis Escalante, T., Neuper, C., Scherer, R. & Müller-Putz, G., 2013, (Accepted/In press) Proceedings of the BMT 2013. .

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

Towards Improving the Usability of Electromyographic Interfaces

Silva, H., Scherer, R., Sousa, J. & Londral, A., 2013, Converging Clinical and Engineering Research on Neurorehabilitation. ., Vol. 1. p. 437-441 (Biosystems & Biorobotics).

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

TRAFFIC INCIDENT DETECTION WITH CELLULAR NETWORK DATA

Reiter, T., Cik, M., Haberl, M., Breitwieser, C., Scherer, R., Kröll, M., Horn, C., Müller-Putz, G., Lindstaedt, S. & Fellendorf, M., 2013, (Accepted/In press) OPTIMUM - International Symposium on Recent Advances in Transport Modelling. Brisbane: Queensland University of Technology

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

Using random forests for classifying motor imagery EEG

Steyrl, D., Scherer, R. & Müller-Putz, G., 2013, Proceedings of TOBI Workshop IV. ., p. 89-90

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

Open Access
File
2012

Assessing participation during robotic assisted gait training based on EEG: feasibility study

Solis Escalante, T., Wagner, J., Scherer, R., Grieshofer, P. & Müller-Putz, G., 2012, Proceedings of the 3rd TOBI Workshop Bringing BCIs to End-Users: Facing the Challenge - Evaluation, User Perspective, User Needs, and Ethical Questions. ., p. 61-62

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

Automatic adaptation to oscillatory EEG activity in spinal cord injury and stroke patients

Faller, J., Vidaurre, C., Friedrich, L., Costa, U., Opisso, E., Medina, J., Neuper, C., Müller-Putz, G. & Scherer, R., 2012, Bringing BCIs to End-Users: Facing the Challenge - Evaluation, User Perspectives, User Needs, and Ethical Questions. Würzburg, Germany: Universität Würzburg, p. 12-13

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

Kinect-based detection of self-paced hand movements: Enhancing Functional Brain Mapping paradigms

Scherer, R., Wagner, J., Moitzi, G. & Müller-Putz, G., 2012, IEEE Engineering in Medicine and Biology Annual Conference. ., p. 4748-4751

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

New input modalities for modern game design and virtual embodiment

Scherer, R., Pröll, M., Allison, B. Z. & Müller-Putz, G., 2012, IEEE Virtual Reality 2012. ., p. 163-164

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

Non-invasive functional mapping of brain activity

Seeber, M., Friedrich, E., Jehna, M., Müller-Putz, G. & Scherer, R., 2012, NeuroLogisch Supplementum 1/2012. ., p. 55-55

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

Open Access
File

Predicting Functional Stroke-Rehabilitation Outcome by means of Brain-Computer Interface Technology: The BCI4REHAB Project

Scherer, R., Grieshofer, P., Enzinger, C. & Müller-Putz, G., 2012, World Congress for NeuroRehabilitation. ., Vol. 26(6). p. 772-772 (Neurorehabilitation and Neural Repair).

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

Prototype of an auto-calibrating, context-aware, hybrid brain-computer interface

Faller, J., Torrellas, S., Miralles, F., Holzner, C., Kapeller, C., Guger, C., Bund, J., Müller-Putz, G. & Scherer, R., 2012, Proceedings of the 34th Annual International Conference of the IEEE Eng. in Med. and Biology Soc.. ., p. xx-xx

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

Simultaneous Brain-Computer Interfacing and Motor Control: Expanding the Reach of Non-Invasive BCIs

Cheung, W., Sarma, D., Scherer, R. & Rao, R. P. N., 2012, (Accepted/In press) IEEE Engineering in Medicine and Biology Annual Conference. .

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

The Paediatric Lokomat. A Possibility to treat children with a Robotic Assisted Locomotor: Training Experiences after 190 Patients

Grieshofer, P., Scherer, R., Nowak, T., Ranner, S. & Tanzer, M., 2012, World Congress for NeuroRehabilitation. ., Vol. 26(6). p. 657-658 (Neurorehabilitation and Neural Repair).

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

Towards a framework based on single trial connectivity for enhancing knowledge discovery in BCI

Billinger, M., Brunner, C., Scherer, R., Holzinger, A. & Müller-Putz, G., 2012, Active Media Technologies, Springer Lecture Notes in Computer Science, LNCS 7669. ., p. 658-667

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

Towards Restoration and Rehabilitation of Motor Functions with the Help of Brain-Computer Interfaces

Müller-Putz, G., Solis Escalante, T., Wagner, J., Faller, J., Kaiser, V., Ofner, P. & Scherer, R., 2012, Converging Clinical and Engineering Research in Neurorehabilitation. Heidelberg: Springer, p. 1265-1269 (Biosystems & Biorobotics).

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