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Evaluating spatial normalization for SVM-based EEG decoding: A within- and between-subjects perspective

delete2026-01-10
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OA
AI
Y
Yuan Qin
Q
Qi Xu
T
Tuomo Kujala
汪小双 封面图
汪小双 (Xiaoshuang Wang) *
丛
丛丰裕 (Fengyu Cong)
DOI：10.1016/j.bspc.2026.109535delete
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摘要

摘要

En 中文
• 使用SVM评估了空间标准化对EEG解码性能的影响。 • 在受试者间和受试者内条件下，考察了九种不同的范式（七种二分类，两种多分类）。 • 空间标准化提高了受试者间的解码准确率，但未提高受试者内的解码准确率。 • 空间标准化数据保留了差异波的形态保真度，这在七种二分类范式中得到了证明。
Keyword:
EEG decoding
ERP
Spatial normalization
SVM
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期刊

Biomedical Signal Processing and Control 封面图
Biomedical Signal Processing and Control
IF:
4.9
论文数:
1.0W
被引数:
2.4W

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D
dalian university of technology
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论文数: 1.3K
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Dalian University of Technology
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