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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| Vydáno v: | Journal of neural engineering Ročník 14; číslo 6; s. 066015 |
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| Hlavní autoři: | , , , , |
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| Jazyk: | angličtina |
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England
01.12.2017
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| ISSN: | 1741-2552, 1741-2552 |
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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. |
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| 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 |
| Author_xml | – sequence: 1 givenname: Mohammad surname: Abu-Alqumsan fullname: Abu-Alqumsan, Mohammad organization: Chair of Automatic Control Engineering, Technical University of Munich (TUM), Munich, Germany – sequence: 2 givenname: Christoph surname: Kapeller fullname: Kapeller, Christoph – sequence: 3 givenname: Christoph surname: Hintermüller fullname: Hintermüller, Christoph – sequence: 4 givenname: Christoph surname: Guger fullname: Guger, Christoph – sequence: 5 givenname: Angelika surname: Peer fullname: Peer, 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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