Brain-Computer Interfaces for Neuroadaptive Human-Computer Interaction
Autor Thorsten Zander, Laurens Ruben Krolen Limba Engleză Paperback – noi 2018
Furthermore, the book provides fundamental skills necessary to design and set up experiments, and evaluate the results. To this end, the book comprises theoretical sections, as well as explicit instructions, discussions of important questions, summaries, and exercises. Specific points are illustrated using examples of actual experiments and applications, and coverage includes neurophysiological concepts that are relevant to BCI, a history of BCI ideas, methods, and research, fundamentals of experimental BCI research and design, the why and how of applying BCI in HCI contexts, as well as signal processing and machine learning methods using open-source toolboxes.
- Provides examples of actual experiments and applications using human-computer interaction (HCI)
- Covers neurological concepts relevant to BCI history, ideas, methods, and research, including why and how to apply BCI in HCI contexts
- Includes signal processing and machine learning methods using open-source toolboxes
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Specificații
ISBN-13: 9780128140529
ISBN-10: 0128140526
Pagini: 320
Dimensiuni: 191 x 235 mm
Editura: ELSEVIER SCIENCE
ISBN-10: 0128140526
Pagini: 320
Dimensiuni: 191 x 235 mm
Editura: ELSEVIER SCIENCE
Public țintă
Biomedical engineers, neural engineers, clinical engineers, researchers in clinical healthcare and biomedical scienceCuprins
Part
I.
Building
up
a
theoretical
background
for
Brain-Computer
Interface-based
applications
in
Human-Machine
Systems1.
Human-Machine
Systems
2.
Brain-Computer
Interfacing
in
a
nutshell
2.1.
BCI
research
3.
An
overview
of
current
research
in
the
field
of
BCI
4.
Neuroscientific
Background
5.
Techniques
from
Signal
Processing
and
Machine
Learning
6.
A
broadened
approach
to
Brain-Computer
Interfaces
Part II. Studies on passive BCIs7. Benchmarking classification schemes for movement related brain activity 8. A passive BCI for detecting perceived loss of control 9. A passive BCI for automated adaptation based on error responses
Part III. Studies on the optimization of applicability of current BCI systems10. A hybrid BCI combining gaze and BCI control for touchless HMI 11. A validation study of dry electrodes
Part IV. Discussion, Conclusions and Outlook12. Discussion 13. Conclusions 14. Outlook
Part II. Studies on passive BCIs7. Benchmarking classification schemes for movement related brain activity 8. A passive BCI for detecting perceived loss of control 9. A passive BCI for automated adaptation based on error responses
Part III. Studies on the optimization of applicability of current BCI systems10. A hybrid BCI combining gaze and BCI control for touchless HMI 11. A validation study of dry electrodes
Part IV. Discussion, Conclusions and Outlook12. Discussion 13. Conclusions 14. Outlook
Notă biografică
Dr. Thorsten Zander took a degree in Mathematics at the Westfalische Wilhelms-Universitat, Munster, Germany, and his doctorate at the Institute of Human-Machine-Systems at Technical University Berlin, before embarking on a distinguished career at various research institutions, including Affiliated Research Scientist at the Institute for Knowledge at Technical University Graz, Austria, Project Leader at Max-Planck-Institute for Intelligent Systems, and ongoing habilitation process in the Department of Psychology and Ergonomics at Technical University Berlin. Dr. Zander is currently Chair for Neuroadaptive Human-Computer Interaction, Brandenburg Technical University, Germany. Dr. Zander is also an International Affiliate of the Learning, Educational Achievement, and Life Course Development (LEAD) excellence graduate school at the University of Tuebingen, Germany. Dr. Zander has been active in development and partnership with industry, including foundation and leadership of Zander Laboratories B.V., Scientific Advisor at Eagle Science B.V., Scientific Advisor at Brain Vision LLC, and Scientific Advisor at Brain Products. In addition, Dr. Zander also has many scientific achievements, including definition and validation of Passive Brain-Computer-Interfaces, foundation and leadership of the Community for Passive BCI Research, foundation and leadership of the Team PhyPA working group at Technical University Berlin, and co-foundation of Implicit Human-Technology Interaction