A critical assessment of different measures of the information carried by correlated neuronal firing

被引:19
作者
Panzeri, S
Pola, G
Petroni, F
Young, MP
Petersen, RS
机构
[1] Newcastle Univ, Dept Psychol, Neural Syst Grp, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
[2] Sch Adv Int Studies, Cognit Neurosci Sector, I-34014 Trieste, Italy
关键词
coding; decoding; correlation;
D O I
10.1016/S0303-2647(02)00075-8
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Information theoretic measures have been proposed as a quantitative framework to clarify the role of correlated neuronal activity in the brain. In this paper we review some recent methods that allow precise assessments of the role of correlation in stimulus coding and decoding by the nervous system. We present new results that make explicit links between types of encoding and decoding mechanisms based on correlations. We illustrate the concepts by showing that the spike trains of pairs of neurons in rat somatosensory cortex can be decoded almost perfectly without including knowledge of correlation in the read-out model, although in this neural system correlations between spike times contribute appreciably to stimulus encoding. (C) 2002 Elsevier Science Ireland Ltd. All rights reserved.
引用
收藏
页码:177 / 185
页数:9
相关论文
共 20 条
  • [1] Stimulus-dependent modulations of correlated high-frequency oscillations in cat visual cortex
    Brosch, M
    Bauer, R
    Eckhorn, R
    [J]. CEREBRAL CORTEX, 1997, 7 (01) : 70 - 76
  • [2] Cover T. M., 2005, ELEM INF THEORY, DOI 10.1002/047174882X
  • [3] GAWNE TJ, 1993, J NEUROSCI, V13, P2758
  • [4] OSCILLATORY RESPONSES IN CAT VISUAL-CORTEX EXHIBIT INTER-COLUMNAR SYNCHRONIZATION WHICH REFLECTS GLOBAL STIMULUS PROPERTIES
    GRAY, CM
    KONIG, P
    ENGEL, AK
    SINGER, W
    [J]. NATURE, 1989, 338 (6213) : 334 - 337
  • [5] Experience-dependent plasticity of rat barrel cortex: Redistribution of activity across barrel-columns
    Lebedev, MA
    Mirabella, G
    Erchova, I
    Diamond, ME
    [J]. CEREBRAL CORTEX, 2000, 10 (01) : 23 - 31
  • [6] Retinal ganglion cells act largely as independent encoders
    Nirenberg, S
    Carcieri, SM
    Jacobs, AL
    Latham, PE
    [J]. NATURE, 2001, 411 (6838) : 698 - 701
  • [7] Excess synchrony in motor cortical neurons provides redundant direction information with that from coarse temporal measures
    Oram, MW
    Hatsopoulos, NG
    Richmond, BJ
    Donoghue, JP
    [J]. JOURNAL OF NEUROPHYSIOLOGY, 2001, 86 (04) : 1700 - 1716
  • [8] The 'Ideal Homunculus':: decoding neural population signals
    Oram, MW
    Földiák, P
    Perrett, DI
    Sengpiel, F
    [J]. TRENDS IN NEUROSCIENCES, 1998, 21 (06) : 259 - 265
  • [9] On decoding the responses of a population of neurons from short time windows
    Panzeri, S
    Treves, A
    Schultz, S
    Rolls, ET
    [J]. NEURAL COMPUTATION, 1999, 11 (07) : 1553 - 1577
  • [10] Correlations and the encoding of information in the nervous system
    Panzeri, S
    Schultz, SR
    Treves, A
    Rolls, ET
    [J]. PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 1999, 266 (1423) : 1001 - 1012