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

Abstract:

OBJECTIVE: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. APPROACH: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. MAIN RESULTS: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). SIGNIFICANCE: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.

journal_name

J Neural Eng

authors

Abu-Alqumsan M,Kapeller C,Hintermüller C,Guger C,Peer A

doi

10.1088/1741-2552/aa8416

subject

Has Abstract

pub_date

2017-12-01 00:00:00

pages

066015

issue

6

eissn

1741-2560

issn

1741-2552

journal_volume

14

pub_type

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