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Adaptation method for BCI system on subject

机译:BCI系统对主题的适应方法

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摘要

Most of high accuracy BCI systems based upon the evoked potential P300 requires a training session for each subject before it can be used. This paper proposes a method of the adaptation process to improve the accuracy and avoid the training session. The process starts with a universally trained (not trained for a specific subject) classifier. The goal is to develop a classifier optimized for the subject who is using the system. The adaptation strategy includes personalization of the classifier. Results showed that for the electrodes set with 8 electrodes we can obtain a classifier with high accuracy and the process is able to perform the adaptation while the system is being used.
机译:大多数基于诱发电位P300的高精度BCI系统都需要对每个主题进行培训,然后才能使用它。本文提出了一种适应过程的方法,以提高准确性并避免训练。该过程始于经过通用培训(未针对特定主题进行培训)的分类器。目的是开发一种针对使用该系统的对象进行优化的分类器。适应策略包括分类器的个性化。结果表明,对于设置有8个电极的电极,我们可以获得高精度的分类器,并且在使用该系统的过程中能够执行自适应。

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