首页> 外文期刊>Frontiers in Human Neuroscience >On the Keyhole Hypothesis: High Mutual Information between Ear and Scalp EEG
【24h】

On the Keyhole Hypothesis: High Mutual Information between Ear and Scalp EEG

机译:关于锁孔假说:耳朵和头皮脑电图之间的高度相互信息

获取原文
           

摘要

We propose and test the keyhole hypothesis—that measurements from low dimensional EEG, such as ear-EEG reflect a broadly distributed set of neural processes. We formulate the keyhole hypothesis in information theoretical terms. The experimental investigation is based on legacy data consisting of 10 subjects exposed to a battery of stimuli, including alpha-attenuation, auditory onset, and mismatch-negativity responses and a new medium-long EEG experiment involving data acquisition during 13 h. Linear models were estimated to lower bound the scalp-to-ear capacity, i.e., predicting ear-EEG data from simultaneously recorded scalp EEG. A cross-validation procedure was employed to ensure unbiased estimates. We present several pieces of evidence in support of the keyhole hypothesis: There is a high mutual information between data acquired at scalp electrodes and through the ear-EEG “keyhole,” furthermore we show that the view—represented as a linear mapping—is stable across both time and mental states. Specifically, we find that ear-EEG data can be predicted reliably from scalp EEG. We also address the reverse view, and demonstrate that large portions of the scalp EEG can be predicted from ear-EEG, with the highest predictability achieved in the temporal regions and when using ear-EEG electrodes with a common reference electrode.
机译:我们提出并检验了锁孔假设-从低维EEG(例如耳式EEG)进行的测量反映了一组广泛分布的神经过程。我们用信息论的术语来表述锁眼的假设。实验研究是基于包含10个受过一系列刺激的受试者的遗留数据,包括α衰减,听觉发作和失配阴性反应以及一项新的中长期EEG实验,涉及13 h内的数据采集。估计线性模型降低了头皮到耳朵的容量,即,根据同时记录的头皮脑电图预测耳朵脑电图数据。采用交叉验证程序来确保无偏估计。我们提供了一些证据来支持匙孔假说:在头皮电极和通过耳部脑电图“匙孔”获取的数据之间存在很高的相互信息,此外,我们还表明,以线性映射表示的视图是稳定的跨越时间和精神状态。具体而言,我们发现可以从头皮脑电图可靠地预测出耳朵的脑电图数据。我们还讨论了相反的观点,并证明可以从耳脑电图预测头皮脑电图的大部分,在颞部区域以及将耳脑电图电极与公共参考电极配合使用时,可预测性最高。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号