Multiple neural spike train data analysis: state-of-the-art and future challenges

被引:572
作者
Brown, EN
Kass, RE
Mitra, PP
机构
[1] Harvard Univ, Sch Med, MIT, Div Hlth Sci & Technol, Boston, MA 02114 USA
[2] Carnegie Mellon Univ, Dept Stat, Pittsburgh, PA 15208 USA
[3] Ctr Neural Basis Cognit, Dept Stat, Pittsburgh, PA 15208 USA
[4] Cold Spring Harbor Lab, Cold Spring Harbor, NY 11724 USA
关键词
D O I
10.1038/nn1228
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Multiple electrodes are now a standard tool in neuroscience research that make it possible to study the simultaneous activity of several neurons in a given brain region or across different regions. The data from multi-electrode studies present important analysis challenges that must be resolved for optimal use of these neurophysiological measurements to answer questions about how the brain works. Here we review statistical methods for the analysis of multiple neural spike-train data and discuss future challenges for methodology research.
引用
收藏
页码:456 / 461
页数:6
相关论文
共 65 条
  • [1] Parameter estimation in a model for multidimensional recording of neuronal data:: a Gibbsian approximation approach
    Abdallahi, LMOM
    La Rota, C
    Béguin, M
    François, O
    [J]. BIOLOGICAL CYBERNETICS, 2003, 89 (03) : 170 - 178
  • [2] DETECTING SPATIOTEMPORAL FIRING PATTERNS AMONG SIMULTANEOUSLY RECORDED SINGLE NEURONS
    ABELES, M
    GERSTEIN, GL
    [J]. JOURNAL OF NEUROPHYSIOLOGY, 1988, 60 (03) : 909 - 924
  • [3] QUANTIFICATION, SMOOTHING, AND CONFIDENCE-LIMITS FOR SINGLE-UNITS HISTOGRAMS
    ABELES, M
    [J]. JOURNAL OF NEUROSCIENCE METHODS, 1982, 5 (04) : 317 - 325
  • [4] DYNAMICS OF NEURONAL FIRING CORRELATION - MODULATION OF EFFECTIVE CONNECTIVITY
    AERTSEN, AMHJ
    GERSTEIN, GL
    HABIB, MK
    PALM, G
    [J]. JOURNAL OF NEUROPHYSIOLOGY, 1989, 61 (05) : 900 - 917
  • [5] Aksay E, 2003, J NEUROSCI, V23, P10852
  • [6] AMARASINGHAM A, 2002, TEMPORAL STRUCTURE N
  • [7] Determination of response latency and its application to normalization of cross-correlation measures
    Baker, SN
    Gerstein, GL
    [J]. NEURAL COMPUTATION, 2001, 13 (06) : 1351 - 1377
  • [8] Failure in identification of overlapping spikes from multiple neuron activity causes artificial correlations
    Bar-Gad, I
    Ritov, Y
    Vaadia, E
    Bergman, H
    [J]. JOURNAL OF NEUROSCIENCE METHODS, 2001, 107 (1-2) : 1 - 13
  • [9] Dynamic analyses of information encoding in neural ensembles
    Barbieri, R
    Frank, LM
    Nguyen, DP
    Quirk, MC
    Solo, V
    Wilson, MA
    Brown, EN
    [J]. NEURAL COMPUTATION, 2004, 16 (02) : 277 - 307
  • [10] Construction and analysis of non-Poisson stimulus-response models of neural spiking activity
    Barbieri, R
    Quirk, MC
    Frank, LM
    Wilson, MA
    Brown, EN
    [J]. JOURNAL OF NEUROSCIENCE METHODS, 2001, 105 (01) : 25 - 37