Toward FRP-Based Brain-Machine Interfaces - Single-Trial Classification of Fixation-Related Potentials

Finke A (2015)
Bielefeld University.

Download
OA
OA vp4_eeg4.txt
OA vp4_eeg5.txt
All
Research Data
Abstract
The co-registration of eye tracking and Electroencephalography (EEG) provides a holistic measure of ongoing cognitive processes. Recently, \emph{Fixation-related potentials} (FRP) have been introduced to quantify the neural activity in these bi-modal recordings. FRPs are time-locked to fixation onsets, just like event-related potentials (ERP) are locked to stimulus onsets. The merit of the FRPs is that they can be analyzed in free viewing conditions and classified on a \emph{single-trial} level. However, existing research has investigated FRPs only with very restricted and highly unnatural stimuli in simple search tasks. We present a study where we relieved many of these restrictions while retaining some control by using a gaze-contingent search task with complex and everyday objects. We obtained high classification accuracies even under the more complex and less constrained task. Furthermore, we show that our classification approach generalizes not only to different test sets from the same participant, but also across participants. These results promise to open an avenue for exploiting FRPs in EEG-based brain-machine interfaces and thus providing a novel means for intuitive human-machine interaction, for example, by providing cues to the machine which objects in a scene are relevant for a user without the need to communicate that explicitly.
Publishing Year
Data Re-Use License
This Toward FRP-Based Brain-Machine Interfaces - Single-Trial Classification of Fixation-Related Potentials is made available under the Open Data Commons Attribution License: http://opendatacommons.org/licenses/by/1.0
PUB-ID

Cite this

Finke A. Toward FRP-Based Brain-Machine Interfaces - Single-Trial Classification of Fixation-Related Potentials. Bielefeld University; 2015.
Finke, A. (2015). Toward FRP-Based Brain-Machine Interfaces - Single-Trial Classification of Fixation-Related Potentials. Bielefeld University.
Finke, A. (2015). Toward FRP-Based Brain-Machine Interfaces - Single-Trial Classification of Fixation-Related Potentials. Bielefeld University.
Finke, A., 2015. Toward FRP-Based Brain-Machine Interfaces - Single-Trial Classification of Fixation-Related Potentials, Bielefeld University.
A. Finke, Toward FRP-Based Brain-Machine Interfaces - Single-Trial Classification of Fixation-Related Potentials, Bielefeld University, 2015.
Finke, A.: Toward FRP-Based Brain-Machine Interfaces - Single-Trial Classification of Fixation-Related Potentials. Bielefeld University (2015).
Finke, Andrea. Toward FRP-Based Brain-Machine Interfaces - Single-Trial Classification of Fixation-Related Potentials. Bielefeld University, 2015.
All files available under the following license(s):
Main File(s)
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z
File Name
Access Level
OA Open Access
Last Uploaded
2016-05-04T09:10:49Z

This data publication is cited in the following publications:
2900973
Toward FRP-Based Brain-Machine Interfaces—Single-Trial Classification of Fixation-Related Potentials
Finke A, Essig K, Marchioro G, Ritter H (2016)
PLoS ONE 11(1): e0146848.
This publication cites the following data publications:

Export

0 Marked Publications

Open Data PUB

Search this title in

Google Scholar