Reinhold Scherer

Dipl.-Ing. Dr.techn.

1992 …2018
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Research Output 2001 2018

2018

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

Cunha, J. D. & Scherer, R., 2018, (Accepted/In press).

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

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

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., 12 Apr 2018, (Accepted/In press) In : IEEE Transactions on Cognitive and Developmental Systems.

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., 2018, (Accepted/In press).

Research output: Contribution to conferencePaperResearchpeer-review

Gait-phase related EEG modulations during gait rehabilitation after stroke - First results

Scherer, R., Seeber, M., Enzinger, C., Ropele, S., Linderl-Madrutter, R. & Grieshofer, P., 2018, p. 124.

Research output: Contribution to conferenceAbstractResearchpeer-review

Open Access

Gait-phase related EEG modulations during gait rehabilitation after stroke - First results

Scherer, R., Seeber, M., Enzinger, C., Ropele, S., Linderl-Madrutter, R. & Grieshofer, P., 2018.

Research output: Contribution to conferencePosterResearchpeer-review

Instantaneous voltage of electroencephalographic oscillatory activity: An alternative to power and phase measurements

Adamek, M., Scherer, R. & Schalk, G., 2018, (Accepted/In press).

Research output: Contribution to conferencePosterResearchpeer-review

Mind the Traps! Design Guidelines for Rigorous BCI Experiments

Jeunet, C., Debener, S., Lotte, F., Mattout, J., Scherer, R. & Zich, C., 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. 613 634 p.

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

Motor Imagery based Brain-Computer Interfaces

Scherer, R. & Vidaurre, C., 2018, Smart Wheelchairs and Brain-Computer Interfaces: Mobile Assistive Technologies. Diez, P. (ed.). Academic Press, p. 171-195

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

Heading for new shores! Overcoming pitfalls in BCI design

Chavarriaga, R., Fried-Oken, M., Kleih, S., Lotte, F. & Scherer, R., 2017, In : Brain-Computer Interfaces. 4, 1-2, p. 60-73

Research output: Contribution to journalArticleResearchpeer-review

Open Access

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

Workshops of the Sixth International Brain–Computer Interface Meeting: brain–computer interfaces past, present, and future

Huggins, J., Guger, C., Ziat, M., Zander, T., Taylor, D., Tangermann, M., Soria-Frisch, A., Simeral, J., Scherer, R., Rupp, R., Ruffini, G., Robinson, D., Ramsey, N., Nijholt, A., Müller-Putz, G., McFarland, D., Mattia, D., Lance, B., Kindermans, P-J., Iturrate, I. & 10 othersHerff, C., Gupta, D., Do, A., Collinger, J., Chavarriaga, R., Chase, S., Bleichner, M., Batista, A., Anderson, C. & Aarnoutse, E. J., 30 Jan 2017, In : Brain-Computer Interfaces. 4, 1, p. 3 36 p.

Research output: Contribution to journalArticleResearchpeer-review

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

Linking neural oscillations and motor behavior: Modeling EEG source dynamics during human walking and rhythmic finger movements

Seeber, M., Scherer, R. & Müller-Putz, G., 20 Jan 2016.

Research output: Contribution to conference(Old data) Lecture or PresentationResearch

Mobile EEG: A tool for neurorehabilitation: M-6 Out of the lab – acquiring high quality EEG during mobile application

Scherer, R., 2 Jun 2016.

Research output: Contribution to conference(Old data) Lecture or PresentationResearch

Random forests in non-invasive sensorimotor rhythm brain-computer interfaces: A practical and convenient non-linear classifier

Steyrl, D., Scherer, R., Faller, J. & Müller-Putz, G., 2016, In : Biomedical Engineering / Biomedizinische Technik. 61, 1, p. 77–86

Research output: Contribution to journalArticleResearchpeer-review

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

Skipping BCI calibration: fundamental investigations on Restricted Boltzmann Machines

Kobler, R., Scherer, R. & Müller-Putz, G., 1 Jun 2016.

Research output: Contribution to conferencePosterResearch

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

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 Garcia, M., 1 Jun 2016.

Research output: Contribution to conferencePosterResearch

Towards a general-purpose mobile brain-body imaging NeuroIS testbed

Scherer, R., Feitl, S., Schlesinger, M. & Wriessnegger, S. C., 2016.

Research output: Contribution to conferencePaperResearchpeer-review

Testbeds
Brain
Information systems
Imaging techniques
Scalability

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

A Co-adaptive SMR-BCI Based on Common Spatial Patterns and Random Forest

Schwarz, A., Scherer, R., Steyrl, D., Faller, J. & Müller-Putz, G., 2015.

Research output: Contribution to conferencePosterResearch

Open Access
File

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

Corrigendum: EEG beta suppression and low gamma modulation are different elements of human upright walking

Seeber, M., Wagner, J., Solis Escalante, T., Scherer, R. & Müller-Putz, G., 2015, In : Frontiers in Human Neuroscience. p. 1-2

Research output: Contribution to journalArticleResearchpeer-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

FORCe: Fully Online and automated artifact Removal for Brain-Computer Interfacing

Daly, I., Scherer, R., Billinger, M. & Müller-Putz, G., 2015, In : IEEE transactions on neural systems and rehabilitation engineering. 23, 5, p. 725-736

Research output: Contribution to journalArticleResearchpeer-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

Games for BCI Skill Learning

Scherer, R., Müller-Putz, G., Friedrich, E., Pammer-Schindler, V., Wilding, K., Keller, S. & Pirker, J., 2015, Handbook of Digital Games and Entertainment Technologies. 1 ed. ., p. 1-19

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Grip force modulation characteristics as a marker for clinical disease progression in individuals with Parkinson disease – a case-control study

Pradhan, S., Scherer, R., Matsuoka, Y. & Kelly, V. E., 2015, In : Physical therapy. 95, 3, p. 369-379

Research output: Contribution to journalArticleResearchpeer-review

High and low gamma EEG oscillations in central sensorimotor areas are conversely modulated during the human gait cycle

Seeber, M., Scherer, R., Wagner, J., Solis Escalante, T. & Müller-Putz, G., 2015, In : NeuroImage. 112, p. 318-326

Research output: Contribution to journalArticleResearchpeer-review

Individually Adapted Imagery Improves Brain-Computer Interface Performance in End-Users with Disability

Scherer, R., Faller, J., Friedrich, E., Opisso, E., Costa, U., Kübler, A. & Müller-Putz, G., 2015, In : PLoS ONE. 10, 5, p. 1-14

Research output: Contribution to journalArticleResearchpeer-review

Thought-based row-column scanning communication board for individuals with cerebral palsy

Scherer, R., Billinger, M., Wagner, J., Schwarz, A., Hettich, D. T., Bolinger, E., Lloria García, M., Navarro, J. & Müller-Putz, G., 2015, In : Annals of Physical and Rehabilitation Medicine. 58, 1, p. 14-22

Research output: Contribution to journalArticleResearchpeer-review

2014

A co-adaptive brain-computer interface for end users with severe motor impairment

Faller, J., Scherer, R., Costa, U., Opisso, E., Medina, J. & Müller-Putz, G., 2014, In : PLoS ONE. 9, 7, p. 1-10

Research output: Contribution to journalArticleResearchpeer-review

Active participation during walking reduces single trial connectivity in sensorimotor areas

Wagner, J., Billinger, M., Solis Escalante, T., Brunner, C., Scherer, R., Neuper, C. & Müller-Putz, G., 2014.

Research output: Contribution to conferencePosterResearch

Artifact, or not an artifact, that is the question?

Schwarz, A., Scherer, R. & Müller-Putz, G., 2014.

Research output: Contribution to conferencePosterResearch

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

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

Scherer, R., Wagner, J., Billinger, M., 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.

Research output: Contribution to conferencePosterResearch

EEG beta suppression and low gamma modulation are different elements of human upright walking

Seeber, M., Scherer, R., Wagner, J., Solis Escalante, T. & Müller-Putz, G., 2014, In : Frontiers in Human Neuroscience. 8, 485.

Research output: Contribution to journalArticleResearchpeer-review

Exploration of the neural correlates of cerebral palsy for sensorimotor BCI control

Daly, I., Faller, J., Scherer, R., Sweeney-Reed, C., Slawomir, N., Billinger, M. & Müller-Putz, G., 2014, In : Frontiers in Neuroengineering . 7, 7:20.

Research output: Contribution to journalArticleResearchpeer-review

High and low γ oscillations in the sensorimotor feet area are conversely modulated by the gait cycle

Seeber, M., Wagner, J., Scherer, R., Solis Escalante, T. & Müller-Putz, G., 2014.

Research output: Contribution to conferencePosterResearch

It's how you get there: walking down a virtual alley activates premotor and parietal areas

Wagner, J., Solis Escalante, T., Scherer, R., Neuper, C. & Müller-Putz, G., 2014, In : Frontiers in Human Neuroscience. p. 1-11

Research output: Contribution to journalArticleResearchpeer-review

Mind over brain, brain over mind: cognitive causes and consequences of controlling brain activity

Friedrich, E., Wood, G., Scherer, R. & Neuper, C., 2014, In : Frontiers in Human Neuroscience. p. 1-2

Research output: Contribution to journalArticleResearchpeer-review