Application of a neural complexity measure to multichannel EEG

Citation
Mjam. Van Putten et Cj. Stam, Application of a neural complexity measure to multichannel EEG, PHYS LETT A, 281(2-3), 2001, pp. 131-141
Citations number
23
Categorie Soggetti
Physics
Journal title
PHYSICS LETTERS A
ISSN journal
03759601 → ACNP
Volume
281
Issue
2-3
Year of publication
2001
Pages
131 - 141
Database
ISI
SICI code
0375-9601(20010319)281:2-3<131:AOANCM>2.0.ZU;2-3
Abstract
We apply a recently suggested measure for neural complexity (G. Tononi, O. Sporns, G.M. Edelman, Proc. Natl. Acad. Sci. 91 (1994) 5033), that is hypot hesised to capture the interplay between two fundamental aspects of brain o rganisation, functional segregation and integration, to human EEG recording s. This measure is based on a weighted sum of entropy differences evaluated at different length scales of the system. A strong prediction is that this measure correlates with the conscious state of the subject, having lower v alues if consciousness is reduced (G. Tononi, G.M. Edelman, Science 282 (19 98) 1846). It is found, however, that this neural complexity measure increa ses in neurological disorders where consciousness is severely reduced or ab sent. We discuss several possible explanations for this observation and sug gest directions for future work. (C) 2001 Elsevier Science B.V. All rights reserved.