A comparison of binless spike train measures

A comparison of binless spike train measures
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DOI:
10.1007/s00521-009-0307-6
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发表时间:
2010-04-01
影响因子:
6
通讯作者:
Principe, Jose C.
Principe, Jose C.
中科院分区:
计算机科学3区
文献类型:
--
作者:
Paiva, Antonio R. C.;Park, Il;Principe, Jose C.

文献摘要

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近年来,文献中提出了几种避免分束限制的无分束措施。本文在三种模拟范例中对这些措施进行了系统的比较,这些模拟范例旨在解决尖峰列车分析中感兴趣的特定情况,其中相关特征可能以发射速率、发射速率调制和/或同步的形式出现。为了便于比较,首先传播和扩大这些措施。本文还讨论了如何使用这些测量方法来测量尖峰列车发射率的不相似性,尽管它们明确地表述了同步。
Several binless spike train measures which avoid the limitations of binning have been recently been proposed in the literature. This paper presents a systematic comparison of these measures in three simulated paradigms designed to address specific situations of interest in spike train analysis where the relevant feature may be in the form of firing rate, firing rate modulations, and/or synchrony. The measures are first disseminated and extended for ease of comparison. It also discusses how the measures can be used to measure dissimilarity in spike trains' firing rate despite their explicit formulation for synchrony.