表 1. Comparison of algorithm classification results based on open data test sets.

基于公开数据测试集的算法分类结果对比

文献	方法	指标	受试者1	受试者2	受试者3	受试者4	受试者5	受试者6	受试者7	受试者8	受试者9	平均值
[31]	FBCSP + NB	Kappa	0.77	0.48	0.83	0.48	0.60	0.35	0.86	0.81	0.79	0.67
[32]	FBCSP + RNN	ACC	84.82%	65.32%	83.54%	67.67%	64.00%	70.87%	84.96%	71.95%	68.90%	73.56%
[33]	端到端+HNN	ACC	82.76%	68.97%	79.31%	65.52%	58.62%	48.28%	86.21%	89.66%	89.87%	74.26%
		Kappa	0.77	0.59	0.75	0.54	0.45	0.35	0.82	0.86	0.85	0.66
[16]	端到端 + CNN	ACC	82.58%	70.01%	93.79%	82.60%	77.81%	64.79%	88.02%	86.91%	83.83%	81.15%
		Kappa	0.77	0.60	0.92	0.77	0.70	0.53	0.84	0.83	0.78	0.75
本文	ATFCSP + CNN	ACC	86.88%	78.09%	90.19%	75.64%	74.88%	84.25%	85.42%	92.80%	90.36%	84.04%
		Kappa	0.82	0.71	0.87	0.67	0.66	0.79	0.81	0.90	0.87	0.79