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How spurious correlations affect a correlation-based measure of spike timing reliability

机译:伪相关如何影响基于相关的尖峰时序可靠性度量

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摘要

The spike timing reliability of a neuron can be assessed via measuring the similarity of spike trains obtained in trials with repeated presentations of the same stimulus. Using a correlation-based measure of spike timing reliability we show that spurious correlations between independent Poisson spike trains can lead to a systematic misinterpretation to an extent that scales with the neural spike rate. Therefore, a correction is essential before comparing neurons with distinctly different spike rates. Such a comparison may, for instance, guide the choice of stimulus selective sensory neurons that are pooled for optimal stimulus reconstruction. We propose straightforward methods to abstract from these spurious correlations and demonstrate effects in an application to recorded spike trains of a retinal ganglion cell population.
机译:可以通过测量重复刺激相同刺激的试验中获得的尖峰序列的相似性来评估神经元的尖峰时序可靠性。使用基于相关性的尖峰定时可靠性度量,我们证明了独立泊松尖峰序列之间的虚假相关性可能导致系统的误解,其程度与神经尖峰速率成比例。因此,在比较尖峰率明显不同的神经元之前,必须进行校正。例如,这样的比较可以指导为最佳刺激重建而汇集的刺激选择性感觉神经元的选择。我们提出了从这些虚假的相关性中抽象出来的简单方法,并证明了在应用到已记录的视网膜神经节细胞群体的穗序列中的作用。

著录项

  • 来源
    《Neurocomputing》 |2012年第2012期|p.97-103|共7页
  • 作者单位

    Theoretical Physics/Complex Systems Research Croup, ICBM, Carl von Ossietzky Universitaet Oldenburg, D-26111 Oldenburg, Germany,Research Center Neurosensory Science, Carl von Ossietzky Universitaet Oldenburg, D-26111 Oldenburg, Germany;

    Faculty for Electronic and Biomedical Engineering, Complex Systems Research Group, Antonio Narino University, Bogota, Colombia;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    stimulus reconstruction; sensory neurons; neuronal assemblies; retinal ganglion cell population;

    机译:刺激重建;感觉神经元神经元组装;视网膜神经节细胞群;

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