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Comparison of Brain Functional Networks for Subjects with Different Performance

机译:具有不同表现的受试者的大脑功能网络的比较

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In this study, brain functional networks are compared for different subjects while performing the visual oddball task. The time series electroencephalography (EEG) signals were acquired from 20 healthy subjects during a visual oddball experiment using 128 channels machine with a sampling rate of 250 Hz. The clean data was filtered by finite impulse response (FIR) filter for EEG rhythmic decomposition. Phase Locked Value (PLV) is used to measure all pairwise phase synchronizations of EEG electrodes. Hilbert transform was then applied to the decomposed data to extract instantaneous phases. Graph theory approach is finally used to quantify the functional networks. Results show that target stimuli elicited denser neural activity as compared to non-target stimuli. Subject with higher performance accuracy when performing the oddball task has greater neural activity than the subject with lower accuracy.
机译:在这项研究中,在执行视觉奇数球任务时,比较了不同对象的大脑功能网络。时间序列脑电图(EEG)信号是在使用128通道机器以250 Hz采样率进行的视觉奇数球实验期间从20位健康受试者中获得的。通过有限脉冲响应(FIR)过滤器对干净的数据进行过滤,以进行脑电节律性分解。锁相值(PLV)用于测量EEG电极的所有成对相位同步。然后将希尔伯特变换应用于分解后的数据,以提取瞬时相位。最后使用图论方法对功能网络进行量化。结果表明,与非目标刺激相比,目标刺激引起更密集的神经活动。当执行古怪任务时,具有较高性能准确度的受试者比具有较低准确性的受试者具有更大的神经活动。

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