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Improvement of spelling speed in P300 speller using transition probability of letters

机译:利用字母转换概率提高P300拼写器的拼写速度

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Brain-Computer Interfaces (BCIs) control a computer or a machine based on the information of the signal of human's brain, and P300 speller is one of the BCI communication tools, which uses P300 as the feature quantity and allows users to select letters just by thinking. Because of the low signal-to-noise ratio of the P300, signal averaging is often performed to improve the spelling accuracy instead of the degradation of the spelling speed. In texts, there is some variability in the transition probabilities between letters. This paper proposes P300 speller considering the frequencies and the transition probabilities as the priori probabilities. It shows that the spelling speed is improved by the proposed method comparing with the conventional method.
机译:脑机接口(BCI)根据人脑信号的信息控制计算机或机器,P300拼写器是BCI通讯工具之一,它使用P300作为特征量,并允许用户通过以下方式选择字母:思维。由于P300的信噪比低,通常会执行信号平均以提高拼写准确性,而不是降低拼写速度。在文本中,字母之间的过渡概率存在一些差异。本文提出P300拼写器,将频率和过渡概率视为先验概率。结果表明,与传统方法相比,该方法提高了拼写速度。

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