Hilbert-Huang与Morlet小波变换对不间断声音范式下儿童错配负性的影响。

Fengyu Cong, Tuomo Sipola, Tiina Huttunen-Scott, Xiaonan Xu, Tapani Ristaniemi, Heikki Lyytinen
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引用次数: 37

摘要

背景:相对于事件相关电位的波形或频谱分析,时频表示法具有同时揭示事件相关电位时域和频域信息的优势。由于人脑可以被建模为一个复杂的非线性系统,因此从心理学知识的角度研究ERP研究的非线性和线性时频表示方法的性能是一个有趣的问题。本研究采用Hilbert-Huang变换(HHT)和Morlet小波变换(MWT)对儿童失配负性(MMN)进行分析。参与者是102名8-16岁的儿童。MMN在一个有持续偏差的被动古怪范式中被引出。刺激包括不间断的声音,包括两个交替的100毫秒音调(600和800赫兹)和罕见的50毫秒或30毫秒600赫兹的异常音调。理论上,偏差越大,MMN越大。本研究以这一理论期望作为检验两种TFR方法的标准。通过统计分析,可以利用MMN对缺位率的支持度(SAR)来确定MMN的TFR。结果:与MWT相比,MMN合并HHT的TFR更清晰、更稀疏、更清晰。统计上,两种偏差在HHT刺激下诱发MMN的差异有统计学意义,而在MWT刺激下则无统计学意义,更大的偏差诱发MMN的SAR也更大。结论:Hilbert-Huang变换对错配负性缺失率的支持符合理论预期,即更偏差刺激诱发更大的MMN。然而,Morlet小波变换并没有揭示这一点。因此,HHT似乎更适合于分析时频域的事件相关电位。HHT似乎更准确地评估erp,并提供理论上有效的大脑反应信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Hilbert-Huang versus Morlet wavelet transformation on mismatch negativity of children in uninterrupted sound paradigm.

Background: Compared to the waveform or spectrum analysis of event-related potentials (ERPs), time-frequency representation (TFR) has the advantage of revealing the ERPs time and frequency domain information simultaneously. As the human brain could be modeled as a complicated nonlinear system, it is interesting from the view of psychological knowledge to study the performance of the nonlinear and linear time-frequency representation methods for ERP research. In this study Hilbert-Huang transformation (HHT) and Morlet wavelet transformation (MWT) were performed on mismatch negativity (MMN) of children. Participants were 102 children aged 8-16 years. MMN was elicited in a passive oddball paradigm with duration deviants. The stimuli consisted of an uninterrupted sound including two alternating 100 ms tones (600 and 800 Hz) with infrequent 50 ms or 30 ms 600 Hz deviant tones. In theory larger deviant should elicit larger MMN. This theoretical expectation is used as a criterion to test two TFR methods in this study. For statistical analysis MMN support to absence ratio (SAR) could be utilized to qualify TFR of MMN.

Results: Compared to MWT, the TFR of MMN with HHT was much sharper, sparser, and clearer. Statistically, SAR showed significant difference between the MMNs elicited by two deviants with HHT but not with MWT, and the larger deviant elicited MMN with larger SAR.

Conclusion: Support to absence ratio of Hilbert-Huang Transformation on mismatch negativity meets the theoretical expectations, i.e., the more deviant stimulus elicits larger MMN. However, Morlet wavelet transformation does not reveal that. Thus, HHT seems more appropriate in analyzing event-related potentials in the time-frequency domain. HHT appears to evaluate ERPs more accurately and provide theoretically valid information of the brain responses.

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