Literature DB >> 10610508

Correlations and the encoding of information in the nervous system.

S Panzeri1, S R Schultz, A Treves, E T Rolls.   

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 emission of action potentials also play a significant role? We derive a simple formula which enables this question to be answered rigorously for short time-scales. The formula quantifies the corrections to the instantaneous information rate which result from correlations in spike emission between pairs of neurons. The mutual information that the ensemble of neurons conveys about 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 time-scales correlations cannot dominate information representation, that stimulus-independent correlations may lead to synergy (where the neurons together convey more information than they would if they were considered independently), but that only certain combinations of the different sources of correlation result in significant synergy rather than in redundancy or in negligible effects. This analysis leads to a new quantification procedure which is directly applicable to simultaneous multiple neuron recordings.

Mesh:

Year:  1999        PMID: 10610508      PMCID: PMC1689940          DOI: 10.1098/rspb.1999.0736

Source DB:  PubMed          Journal:  Proc Biol Sci        ISSN: 0962-8452            Impact factor:   5.349


  33 in total

1.  Primary cortical representation of sounds by the coordination of action-potential timing.

Authors:  R C deCharms; M M Merzenich
Journal:  Nature       Date:  1996-06-13       Impact factor: 49.962

2.  Dynamics of ongoing activity: explanation of the large variability in evoked cortical responses.

Authors:  A Arieli; A Sterkin; A Grinvald; A Aertsen
Journal:  Science       Date:  1996-09-27       Impact factor: 47.728

Review 3.  The binding problem.

Authors:  A Treisman
Journal:  Curr Opin Neurobiol       Date:  1996-04       Impact factor: 6.627

4.  Spike synchronization and rate modulation differentially involved in motor cortical function.

Authors:  A Riehle; S Grün; M Diesmann; A Aertsen
Journal:  Science       Date:  1997-12-12       Impact factor: 47.728

5.  Neural discharge and local field potential oscillations in primate motor cortex during voluntary movements.

Authors:  J P Donoghue; J N Sanes; N G Hatsopoulos; G Gaál
Journal:  J Neurophysiol       Date:  1998-01       Impact factor: 2.714

Review 6.  A solution to the binding problem? Information processing.

Authors:  H D Golledge; C C Hilgetag; M J Tovée
Journal:  Curr Biol       Date:  1996-09-01       Impact factor: 10.834

Review 7.  Sense and the single neuron: probing the physiology of perception.

Authors:  A J Parker; W T Newsome
Journal:  Annu Rev Neurosci       Date:  1998       Impact factor: 12.449

8.  Spatial view cells in the primate hippocampus.

Authors:  E T Rolls; R G Robertson; P Georges-François
Journal:  Eur J Neurosci       Date:  1997-08       Impact factor: 3.386

9.  The representational capacity of the distributed encoding of information provided by populations of neurons in primate temporal visual cortex.

Authors:  E T Rolls; A Treves; M J Tovee
Journal:  Exp Brain Res       Date:  1997-03       Impact factor: 1.972

10.  Synchronization of neurons during local field potential oscillations in sensorimotor cortex of awake monkeys.

Authors:  V N Murthy; E E Fetz
Journal:  J Neurophysiol       Date:  1996-12       Impact factor: 2.714

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  77 in total

1.  Correlated firing in macaque visual area MT: time scales and relationship to behavior.

Authors:  W Bair; E Zohary; W T Newsome
Journal:  J Neurosci       Date:  2001-03-01       Impact factor: 6.167

2.  Relationship among discharges of neighboring neurons in the rat prefrontal cortex during spatial working memory tasks.

Authors:  M W Jung; Y Qin; D Lee; I Mook-Jung
Journal:  J Neurosci       Date:  2000-08-15       Impact factor: 6.167

3.  Neural activity in prefrontal cortex during copying geometrical shapes. II. Decoding shape segments from neural ensembles.

Authors:  Bruno B Averbeck; David A Crowe; Matthew V Chafee; Apostolos P Georgopoulos
Journal:  Exp Brain Res       Date:  2003-04-01       Impact factor: 1.972

4.  Tuning neocortical pyramidal neurons between integrators and coincidence detectors.

Authors:  Michael Rudolph; Alain Destexhe
Journal:  J Comput Neurosci       Date:  2003 May-Jun       Impact factor: 1.621

5.  Decoding neuronal spike trains: how important are correlations?

Authors:  Sheila Nirenberg; Peter E Latham
Journal:  Proc Natl Acad Sci U S A       Date:  2003-05-29       Impact factor: 11.205

6.  Optimal stimulus coding by neural populations using rate codes.

Authors:  Don H Johnson; Will Ray
Journal:  J Comput Neurosci       Date:  2004 Mar-Apr       Impact factor: 1.621

7.  Synergy, redundancy, and independence in population codes.

Authors:  Elad Schneidman; William Bialek; Michael J Berry
Journal:  J Neurosci       Date:  2003-12-17       Impact factor: 6.167

8.  The use of decoding to analyze the contribution to the information of the correlations between the firing of simultaneously recorded neurons.

Authors:  Leonardo Franco; Edmund T Rolls; Nikolaos C Aggelopoulos; Alessandro Treves
Journal:  Exp Brain Res       Date:  2004-01-13       Impact factor: 1.972

Review 9.  The temporal resolution of neural codes: does response latency have a unique role?

Authors:  M W Oram; D Xiao; B Dritschel; K R Payne
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2002-08-29       Impact factor: 6.237

10.  Redundancy and synergy arising from pairwise correlations in neuronal ensembles.

Authors:  Michele Bezzi; Mathew E Diamond; Alessandro Treves
Journal:  J Comput Neurosci       Date:  2002 May-Jun       Impact factor: 1.621

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