Validation of Affect-tag Affective and Cognitive Indicators.

affective computing bio-signal cognitive load electrodermal acitivity emotional states discrimination wearable

Journal

Frontiers in neuroinformatics
ISSN: 1662-5196
Titre abrégé: Front Neuroinform
Pays: Switzerland
ID NLM: 101477957

Informations de publication

Date de publication:
2021
Historique:
received: 13 03 2020
accepted: 14 04 2021
entrez: 27 5 2021
pubmed: 28 5 2021
medline: 28 5 2021
Statut: epublish

Résumé

The Affect-tag solution measures physiological signals to deliver indicators derived from cognitive science. To provide the most accurate and effective results, a database of electrodermal activity (EDA) signals acquired using the Affect-tag A1 band was created. An experimental paradigm was designed to measure action-taking, autonomic regulation, cognitive load (CL), emotions, and stress, affects, and social stress. The Affect-tag emotional power (EP), emotional density (ED), and CL affective and cognitive indicators were refined based on the physiological responses of 48 participants during these tasks. Statistical significance was obtained for all indicators in tasks they were designed to measure, resulting in a total accuracy score of 89% for the combined indicators. Data obtained during this study will be further analyzed to define emotional and affective states.

Identifiants

pubmed: 34040510
doi: 10.3389/fninf.2021.535542
pmc: PMC8141551
doi:

Types de publication

Journal Article

Langues

eng

Pagination

535542

Informations de copyright

Copyright © 2021 Sparrow, Six, Varona and Janin.

Déclaration de conflit d'intérêts

HS, LV and OJ were employed by the company NEOTROPE. The remaining author declares that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Références

Clin Exp Pharmacol Physiol. 2000 Aug;27(8):601-6
pubmed: 10901389
Am J Psychol. 1987 Fall-Winter;100(3-4):567-86
pubmed: 3322057
Psychophysiology. 1979 Nov;16(6):582-91
pubmed: 515299
J Pers Soc Psychol. 1988 Jun;54(6):1063-70
pubmed: 3397865
Circulation. 1994 Aug;90(2):1078-82
pubmed: 8044922
Psychophysiology. 1994 Nov;31(6):599-608
pubmed: 7846220
J Gerontol. 1980 Jan;35(1):57-65
pubmed: 7350221
J Neurosci Methods. 2010 Jun 30;190(1):80-91
pubmed: 20451556
Front Neurosci. 2014 Jul 29;8:224
pubmed: 25120425
J Physiol. 1992 Aug;454:373-87
pubmed: 1474496
Nat Neurosci. 2015 Oct;18(10):1353-63
pubmed: 26404710
Am J Physiol. 1981 Oct;241(4):H620-9
pubmed: 7315987
Physiol Behav. 1971 May;6(5):589-96
pubmed: 5149449
J Psychiatry Neurosci. 2005 Sep;30(5):319-25
pubmed: 16151536
Horm Behav. 2003 Jan;43(1):2-15
pubmed: 12614627
J Biomed Inform. 2019 Apr;92:103139
pubmed: 30825538
Ann Biomed Eng. 2016 Oct;44(10):3124-3135
pubmed: 27059225
Psychophysiology. 1972 Jul;9(4):437-42
pubmed: 5054119
Biol Psychol. 1987 Jun;24(3):275-89
pubmed: 3663801
Psychophysiology. 1980 Mar;17(2):87-104
pubmed: 6103567
Biomed Opt Express. 2016 Sep 06;7(10):3882-3898
pubmed: 27867700
Psychol Rev. 1975 Mar;82(2):116-49
pubmed: 1096213
Psychophysiology. 2012 Aug;49(8):1017-34
pubmed: 22680988
IEEE J Biomed Health Inform. 2018 Sep;22(5):1385-1394
pubmed: 29990244
Sensors (Basel). 2020 Jan 15;20(2):
pubmed: 31952141
Psychophysiology. 2007 Sep;44(5):680-6
pubmed: 17584187
IEEE Trans Biomed Eng. 2016 Apr;63(4):797-804
pubmed: 26336110
Appl Psychophysiol Biofeedback. 2008 Sep;33(3):141-8
pubmed: 18509756
J Psychosom Res. 1984;28(4):265-73
pubmed: 6481661
Biol Psychol. 2010 Jul;84(3):394-421
pubmed: 20371374
BMC Psychiatry. 2018 Jan 25;18(1):22
pubmed: 29370787
Neuropsychobiology. 1993;28(1-2):76-81
pubmed: 8255414
Klin Wochenschr. 1982 Aug;60(15):795-801
pubmed: 7132233
Psychophysiology. 2001 May;38(3):474-8
pubmed: 11352135

Auteurs

Laurent Sparrow (L)

Univ. Lille, CNRS, CHU Lille, UMR 9193-SCALab-Sciences Cognitives et Sciences Affectives, Lille, France.

Hugo Six (H)

Neotrope, Tourcoing, France.

Lauren Varona (L)

Neotrope, Tourcoing, France.

Olivier Janin (O)

Neotrope, Tourcoing, France.

Classifications MeSH