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神经电脑映射背景下的多重单变量比较问题:在神经营销实验中的应用。

The issue of multiple univariate comparisons in the context of neuroelectric brain mapping: an application in a neuromarketing experiment.

机构信息

IRCCS "Fondazione Santa Lucia", Rome, Italy.

出版信息

J Neurosci Methods. 2010 Aug 30;191(2):283-9. doi: 10.1016/j.jneumeth.2010.07.009. Epub 2010 Jul 15.

DOI:10.1016/j.jneumeth.2010.07.009
PMID:20637802
Abstract

This paper presents some considerations about the use of adequate statistical techniques in the framework of the neuroelectromagnetic brain mapping. With the use of advanced EEG/MEG recording setup involving hundred of sensors, the issue of the protection against the type I errors that could occur during the execution of hundred of univariate statistical tests, has gained interest. In the present experiment, we investigated the EEG signals from a mannequin acting as an experimental subject. Data have been collected while performing a neuromarketing experiment and analyzed with state of the art computational tools adopted in specialized literature. Results showed that electric data from the mannequin's head presents statistical significant differences in power spectra during the visualization of a commercial advertising when compared to the power spectra gathered during a documentary, when no adjustments were made on the alpha level of the multiple univariate tests performed. The use of the Bonferroni or Bonferroni-Holm adjustments returned correctly no differences between the signals gathered from the mannequin in the two experimental conditions. An partial sample of recently published literature on different neuroscience journals suggested that at least the 30% of the papers do not use statistical protection for the type I errors. While the occurrence of type I errors could be easily managed with appropriate statistical techniques, the use of such techniques is still not so largely adopted in the literature.

摘要

本文就神经电磁脑映射框架中适当的统计技术的使用提出了一些看法。使用涉及数百个传感器的先进 EEG/MEG 记录设置,人们对保护在执行数百个单变量统计测试过程中可能发生的 I 类错误的问题产生了兴趣。在本实验中,我们研究了一个充当实验对象的人体模型的 EEG 信号。数据是在进行神经营销实验时收集的,并使用专业文献中采用的最先进的计算工具进行了分析。结果表明,与在没有对所执行的多个单变量测试的 alpha 水平进行调整的情况下收集的功率谱相比,在观看商业广告时,人体模型头部的电数据在功率谱中呈现出统计学上显著的差异。当使用 Bonferroni 或 Bonferroni-Holm 调整时,在两个实验条件下从人体模型收集的信号之间没有差异。对不同神经科学期刊上最近发表的文献的部分样本进行分析表明,至少有 30%的论文没有使用统计技术来保护 I 类错误。虽然 I 类错误的发生可以通过适当的统计技术轻松处理,但此类技术在文献中的应用仍然不那么广泛。

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