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An Adaptive Approach for Task-Driven BCI Calibration

Heskebeck, Frida LU orcid and Bergeling, Carolina LU orcid (2021) BCI meeting 2021
Abstract
One of the most significant obstacles for the every­day use of systems based on Brain­Computer Inter­faces (BCIs) is the tediousness of calibration. Successful improvements on calibration, particularly the time needed and the user­experience, have been made with, e.g., transfer learning, gamification, and task estimation [1, 2, 3]. In
this work, we present an adaptive approach to BCI systems’ calibration with a model that evaluates if more calibration is needed. We inspect the model in its simplest form to showcase its versatility.
Please use this url to cite or link to this publication:
author
and
organization
publishing date
type
Contribution to conference
publication status
published
subject
keywords
BCI, Calibration, EEG, brain-computer interface
conference name
BCI meeting 2021
conference dates
2021-06-07 - 2021-06-09
project
Realtime Individualization of Brain Computer Interfaces
Optimizing the Next Generation Brain Computer Interfaces using Cloud Computing
language
English
LU publication?
yes
id
de71d9e1-3dfb-46d2-b54f-61abe48a8d2d
alternative location
https://bcisociety.org/wp-content/uploads/2021/05/vBCI-Abstract-Book-.pdf
date added to LUP
2021-06-18 13:45:14
date last changed
2021-06-22 17:18:12
@misc{de71d9e1-3dfb-46d2-b54f-61abe48a8d2d,
  abstract     = {{One of the most significant obstacles for the every­day use of systems based on Brain­Computer Inter­faces (BCIs) is the tediousness of calibration. Successful improvements on calibration, particularly the time needed and the user­experience, have been made with, e.g., transfer learning, gamification, and task estimation [1, 2, 3]. In<br/>this work, we present an adaptive approach to BCI systems’ calibration with a model that evaluates if more calibration is needed. We inspect the model in its simplest form to showcase its versatility.}},
  author       = {{Heskebeck, Frida and Bergeling, Carolina}},
  keywords     = {{BCI; Calibration; EEG; brain-computer interface}},
  language     = {{eng}},
  title        = {{An Adaptive Approach for Task-Driven BCI Calibration}},
  url          = {{https://lup.lub.lu.se/search/files/99453611/Abstract.Frida.Heskebeck.pdf}},
  year         = {{2021}},
}