Invariance and variability in interaction error-related potentials and their consequences for classification

This paper discusses the invariance and variability in interaction error-related potentials (ErrPs), where a special focus is laid upon the factors of (1) the human mental processing required to assess interface actions (2) time (3) subjects. Three different experiments were designed as to vary prim...

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Published in:Journal of neural engineering Vol. 14; no. 6; p. 066015
Main Authors: Abu-Alqumsan, Mohammad, Kapeller, Christoph, Hintermüller, Christoph, Guger, Christoph, Peer, Angelika
Format: Journal Article
Language:English
Published: England 01.12.2017
Subjects:
Adult
Brain - physiology
Brain-Computer Interfaces - classification
Electroencephalography - classification
Electroencephalography - methods
Event-Related Potentials, P300 - physiology
Female
Humans
Male
Mental Processes - physiology
Photic Stimulation - methods
Psychomotor Performance - physiology
Signal Processing, Computer-Assisted
ISSN:1741-2552, 1741-2552
Online Access:Get more information
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Abstract This paper discusses the invariance and variability in interaction error-related potentials (ErrPs), where a special focus is laid upon the factors of (1) the human mental processing required to assess interface actions (2) time (3) subjects. Three different experiments were designed as to vary primarily with respect to the mental processes that are necessary to assess whether an interface error has occurred or not. The three experiments were carried out with 11 subjects in a repeated-measures experimental design. To study the effect of time, a subset of the recruited subjects additionally performed the same experiments on different days. The ErrP variability across the different experiments for the same subjects was found largely attributable to the different mental processing required to assess interface actions. Nonetheless, we found that interaction ErrPs are empirically invariant over time (for the same subject and same interface) and to a lesser extent across subjects (for the same interface). The obtained results may be used to explain across-study variability of ErrPs, as well as to define guidelines for approaches to the ErrP classifier transferability problem.
AbstractList This paper discusses the invariance and variability in interaction error-related potentials (ErrPs), where a special focus is laid upon the factors of (1) the human mental processing required to assess interface actions (2) time (3) subjects.OBJECTIVEThis paper discusses the invariance and variability in interaction error-related potentials (ErrPs), where a special focus is laid upon the factors of (1) the human mental processing required to assess interface actions (2) time (3) subjects.Three different experiments were designed as to vary primarily with respect to the mental processes that are necessary to assess whether an interface error has occurred or not. The three experiments were carried out with 11 subjects in a repeated-measures experimental design. To study the effect of time, a subset of the recruited subjects additionally performed the same experiments on different days.APPROACHThree different experiments were designed as to vary primarily with respect to the mental processes that are necessary to assess whether an interface error has occurred or not. The three experiments were carried out with 11 subjects in a repeated-measures experimental design. To study the effect of time, a subset of the recruited subjects additionally performed the same experiments on different days.The ErrP variability across the different experiments for the same subjects was found largely attributable to the different mental processing required to assess interface actions. Nonetheless, we found that interaction ErrPs are empirically invariant over time (for the same subject and same interface) and to a lesser extent across subjects (for the same interface).MAIN RESULTSThe ErrP variability across the different experiments for the same subjects was found largely attributable to the different mental processing required to assess interface actions. Nonetheless, we found that interaction ErrPs are empirically invariant over time (for the same subject and same interface) and to a lesser extent across subjects (for the same interface).The obtained results may be used to explain across-study variability of ErrPs, as well as to define guidelines for approaches to the ErrP classifier transferability problem.SIGNIFICANCEThe obtained results may be used to explain across-study variability of ErrPs, as well as to define guidelines for approaches to the ErrP classifier transferability problem.
This paper discusses the invariance and variability in interaction error-related potentials (ErrPs), where a special focus is laid upon the factors of (1) the human mental processing required to assess interface actions (2) time (3) subjects. Three different experiments were designed as to vary primarily with respect to the mental processes that are necessary to assess whether an interface error has occurred or not. The three experiments were carried out with 11 subjects in a repeated-measures experimental design. To study the effect of time, a subset of the recruited subjects additionally performed the same experiments on different days. The ErrP variability across the different experiments for the same subjects was found largely attributable to the different mental processing required to assess interface actions. Nonetheless, we found that interaction ErrPs are empirically invariant over time (for the same subject and same interface) and to a lesser extent across subjects (for the same interface). The obtained results may be used to explain across-study variability of ErrPs, as well as to define guidelines for approaches to the ErrP classifier transferability problem.
Author Kapeller, Christoph
Abu-Alqumsan, Mohammad
Guger, Christoph
Peer, Angelika
Hintermüller, Christoph
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  surname: Guger
  fullname: Guger, Christoph
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  givenname: Angelika
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Snippet This paper discusses the invariance and variability in interaction error-related potentials (ErrPs), where a special focus is laid upon the factors of (1) the...
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SubjectTerms Adult
Brain - physiology
Brain-Computer Interfaces - classification
Electroencephalography - classification
Electroencephalography - methods
Event-Related Potentials, P300 - physiology
Female
Humans
Male
Mental Processes - physiology
Photic Stimulation - methods
Psychomotor Performance - physiology
Signal Processing, Computer-Assisted
Title Invariance and variability in interaction error-related potentials and their consequences for classification
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