Towards measuring cognitive load through multimodal physiological data

Cognition, Technology and Work (forthcoming)
  Copy   BIBTEX

Abstract

Cognitive load plays an important role during learning and working, as it has been linked to well-functioning cognitive processes, performance, burnout and depression. Nonetheless, attempts to assess cognitive load in real-time by means of physiological data have been proven difficult, and interpreting these data remains challenging. The aim of this study is to examine whether and how well experienced cognitive load can be measured through psycho-physiological data. The approach of this study is rather unique, for a combination of reasons. First, this study takes a multimodal approach, monitoring EDA, EEG and EOG. Second, this study is based on a relatively intensive data collection in a controlled lab setting in which varying cognitive load levels are deliberately induced. Finally, not only focussing on statistical significance but also on the size of the association gives insights into how suitable physiological markers are to measure cognitive load. Results from a multilevel analysis suggest that the following physiological markers might be related to cognitive load, for example, in an industrial context: the rate and the duration of skin conductance responses, the alpha power, the alpha peak frequency and the eye blink rate. About 22.8% of the variance in self-reported cognitive load can be explained using these five measures.

Links

PhilArchive



    Upload a copy of this work     Papers currently archived: 92,261

External links

Setup an account with your affiliations in order to access resources via your University's proxy server

Through your library

Similar books and articles

Symbols and icons in diagrammatic representation.August Fenk - 1998 - Pragmatics and Cognition 6 (1):301-334.
Cognitive effects of argument visualization tools.Michael Hoffmann - 2011 - Argumentation: Cognition and Community. Proceedings of the 9th International Conference of the Ontario Society for the Study of Argumentation (OSSA), May 18-21, 2011.
Perception and Multimodality.Casey O'Callaghan - 2012 - In Eric Margolis, Richard Samuels & Stephen Stich (eds.), The Oxford Handbook of Philosophy of Cognitive Science. Oxford University Press.
Multimodal Abduction in Knowledge Development.L. Magnani - 2009 - Preworkshop Proceedings, IJCAI2009International Workshop on Abductive and Inductive Knowledge Development (Pasadena, CA, USA, July 12, 2009).

Analytics

Added to PP
2020-08-24

Downloads
11 (#1,142,538)

6 months
4 (#798,951)

Historical graph of downloads
How can I increase my downloads?