中榮 Sequential Support-CSP Residual-gated

8通道、zero-phase SOS IIR、無 ASR/ICA。每一個 reference 的 CSP、14維特徵標準化與 prototype 都只由當次訓練資料建立。跨日 direct 不用當天資料做梯度更新；當天 adaptation 以5-fold保留 test fold。

命名：base為 source model；base+s1d1為 day1 內微調；base_s1d1為 d1 全資料後直接測 d2；base_s1d1+d2為 d1 全資料加 d2 train-fold 後測 d2 test-fold；base_s1d2表示累積至 d2 後直接測 d3。

sub	test day	模型名	測試規則	Accuracy	Balanced acc.	訓練筆數	測試筆數
s1	d1	base	day1 5-fold	50.00% +/- 8.84%	50.00%	32	8
s1	d1	base+s1d1	day1 5-fold	80.00% +/- 18.96%	80.00%	32	8
s1	d2	base_s1d1	days 1-1 all -> day 2	42.50%	42.50%	40	40
s1	d2	base_s1d1+d2	days 1-1 all + day 2 train-fold	85.00% +/- 10.46%	85.00%	72	8
s1	d3	base_s1d2	days 1-2 all -> day 3	40.00%	40.00%	80	40
s1	d3	base_s1d2+d3	days 1-2 all + day 3 train-fold	92.50% +/- 6.85%	92.50%	112	8
s1	d4	base_s1d3	days 1-3 all -> day 4	45.00%	45.00%	120	40
s1	d4	base_s1d3+d4	days 1-3 all + day 4 train-fold	95.00% +/- 6.85%	95.00%	152	8
s1	d5	base_s1d4	days 1-4 all -> day 5	89.74%	89.61%	160	39
s1	d5	base_s1d4+d5	days 1-4 all + day 5 train-fold	100.00% +/- 0.00%	100.00%	192	8
s2	d1	base	day1 5-fold	42.86% +/- 17.50%	40.83%	28	7
s2	d1	base+s2d1	day1 5-fold	34.29% +/- 12.78%	34.17%	28	7
s2	d2	base_s2d1	days 1-1 all -> day 2	50.00%	50.00%	35	36
s2	d2	base_s2d1+d2	days 1-1 all + day 2 train-fold	56.07% +/- 15.75%	53.33%	64	8
s2	d3	base_s2d2	days 1-2 all -> day 3	54.84%	54.58%	71	31
s2	d3	base_s2d2+d3	days 1-2 all + day 3 train-fold	54.29% +/- 15.19%	53.33%	96	7
s2	d4	base_s2d3	days 1-3 all -> day 4	50.00%	48.96%	102	34
s2	d4	base_s2d3+d4	days 1-3 all + day 4 train-fold	56.19% +/- 19.46%	54.17%	130	7

fold results · summary