Correlations and the encoding of information in the nervous system

Citation
S. Panzeri et al., Correlations and the encoding of information in the nervous system, P ROY SOC B, 266(1423), 1999, pp. 1001-1012
Citations number
42
Categorie Soggetti
Experimental Biology
Journal title
PROCEEDINGS OF THE ROYAL SOCIETY OF LONDON SERIES B-BIOLOGICAL SCIENCES
ISSN journal
09628452 → ACNP
Volume
266
Issue
1423
Year of publication
1999
Pages
1001 - 1012
Database
ISI
SICI code
0962-8452(19990522)266:1423<1001:CATEOI>2.0.ZU;2-W
Abstract
Is the information transmitted by an ensemble of neurons determined solely by the number of spikes fired by each cell, or do correlations in the emiss ion of action potentials also play a significant role? We derive a simple f ormula which enables this question to be answered rigorously for short time -scales. The formula quantifies the corrections to the instantaneous inform ation rate which result from correlations in spike emission between pairs o f neurons. The mutual information that the ensemble of neurons conveys abou t external stimuli can thus be broken down into firing rate and correlation components. This analysis provides fundamental constraints upon the nature of information coding, showing that over short timescales correlations can not dominate information representation, that stimulus-independent correlat ions may lead to synergy (where the neurons together convey more informatio n than they would if they were considered independently), but that only cer tain combinations of the different sources of correlation result in signifi cant synergy rather than in redundancy or in negligible effects. This analy sis leads to a new quantification procedure which is directly applicable to simultaneous multiple neuron recordings.