Multiple trials in event related fMRI for different conditions

R. Zafar, A. Malik, Aliyu Nuhu Shuaibu, M. J. U. Rehman, S. Dass
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Abstract

Experiment design has a key role in the functional magnetic resonance imaging (fMRI) data analyses. Block designs are suitable to localize functional areas but are not able to measure the transient changes in the brain activity. Event related design is a better approach and saves time and resources like single trial analyses. In this study, we explored the event related design with single, and multi trials with different order. In multi trials, instead of using lot of trials, we did analyses with two trials per image. The result suggest that the combination of multiple trials, order of trials and selection of significant voxels can give better results in terms of classification accuracy. Moreover, single and two trials per image saves resources as compared to many trials.
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不同条件下事件相关fMRI的多项试验
实验设计在功能磁共振成像(fMRI)数据分析中起着关键作用。块设计适用于定位功能区域,但不能测量大脑活动的瞬时变化。事件相关设计是一种更好的方法,可以节省时间和资源,就像单次试验分析一样。在本研究中,我们探讨了不同顺序的单试验和多试验的事件相关设计。在多次试验中,我们没有使用大量的试验,而是对每张图像进行两次试验分析。结果表明,结合多次试验、试验顺序和选择显著体素可以获得更好的分类准确率。此外,与多次试验相比,每个图像进行一次和两次试验可以节省资源。
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