/Users/yuchi/PycharmProjects/PsyMl_ISI/.venv/bin/python /Users/yuchi/PycharmProjects/PsyMl_ISI/ML/PAC/batch_brute_v1.py
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暴力單特徵測試 (batch_brute_v1)
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DB: /Users/yuchi/PycharmProjects/PsyMl_ISI/data/psy_ml_isi.db
資料表: isi_raw_data_recalc_3s100
附加群組: ['EEG'] (prefixes=['EEG_'])
EEG 類型篩選: ['BRAIN_AVG', 'REGION_AVG', 'FAA']
PAC JOIN: 不加入
跳過樣本: ['S112008', 'S112043', 'S112074', 'S112104', 'S112120', 'S112194', 'S112203', 'S112268']
排名指標: AUC
CV seed: 42
Worker 數: 9 / 10 cores
輸出目錄: /Users/yuchi/PycharmProjects/PsyMl_ISI/ML/PAC/outputs
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[1/4] 載入資料...
[SKIP] ID exclusions: 8 個樣本被跳過 (['S112008', 'S112043', 'S112074', 'S112104', 'S112120', 'S112194', 'S112203', 'S112268'])
[EEG 類型篩選] 1002 → 326 個 EEG 欄位（保留類型：['BRAIN_AVG', 'REGION_AVG', 'FAA']）
樣本數: 88
目標分布: {0: 60, 1: 28}
附加特徵數: 326
平方項: ON
預估測試數: 7824 (每個 feature 含 matched baseline)
[2/4] 每個 feature 用 matched subset 重算 baseline...
[3/4] 並行跑 326 個單特徵 (9 workers)...
[1/9] worker done | elapsed 571s | results so far: 696
[2/9] worker done | elapsed 630s | results so far: 1464
[3/9] worker done | elapsed 633s | results so far: 2256
[4/9] worker done | elapsed 659s | results so far: 3120
[5/9] worker done | elapsed 662s | results so far: 3984
[6/9] worker done | elapsed 666s | results so far: 4848
[7/9] worker done | elapsed 673s | results so far: 5712
[8/9] worker done | elapsed 682s | results so far: 6600
[9/9] worker done | elapsed 691s | results so far: 7488
細粒度結果 → /Users/yuchi/PycharmProjects/PsyMl_ISI/ML/PAC/outputs/batch_brute_v1_results.csv
[4/4] 計算排名 (mean_delta, 指標=AUC)...
排名結果 → /Users/yuchi/PycharmProjects/PsyMl_ISI/ML/PAC/outputs/batch_brute_v1_ranking.csv
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Matched Baseline 各模型 AUC（取各 feature matched subset 的平均）
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DecisionTree F1=0.5033 AUC=0.6708
KNN F1=0.6033 AUC=0.8833
LogisticRegression F1=0.7100 AUC=0.9625
MLP F1=0.6067 AUC=0.9250
NaiveBayes F1=0.7000 AUC=0.9625
RandomForest F1=0.5467 AUC=0.8750
SVM F1=0.7267 AUC=0.9125
XGBoost F1=0.4900 AUC=0.9000
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Top 30 附加特徵 (mean_delta_AUC 排序)
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feature_combination mean_delta positive_ratio delta_DecisionTree delta_KNN delta_LogisticRegression delta_MLP delta_NaiveBayes delta_RandomForest delta_SVM delta_XGBoost
rank
1 +EEG_PWR_ABS_ALPHA_TEMPORAL_AVG 0.0503 1.00 0.1667 0.0687 0.0125 0.0208 0.0125 0.0625 0.0500 0.0083
2 +EEG_PWR_ABS_ALPHA_BRAIN_AVG 0.0440 0.88 0.1542 0.0792 0.0125 0.0083 0.0125 0.0687 0.0500 -0.0333
3 +EEG_FAA_ABS_ALPHA1_O2O1+EEG_FAA_ABS_ALPHA1_O2O1² 0.0438 0.88 0.0917 0.0208 0.0250 0.0333 -0.0083 0.0500 0.0625 0.0750
4 +EEG_PWR_ABS_ALPHA_TEMPORAL_AVG+EEG_PWR_ABS_ALPHA_TEMPORAL_AVG² 0.0427 0.62 0.1667 0.0917 0.0000 0.0250 -0.0125 0.0750 0.0375 -0.0417
5 +EEG_FAA_ABS_ALPHA1_O2O1 0.0419 0.88 0.0833 0.0500 -0.0125 0.0333 0.0125 0.0687 0.0750 0.0250
6 +EEG_PWR_ABS_ALPHA_PARIETAL_AVG 0.0367 0.88 0.0875 0.0417 0.0125 -0.0042 0.0125 0.0687 0.0500 0.0250
7 +EEG_PWR_ABS_ALPHA_PARIETAL_AVG+EEG_PWR_ABS_ALPHA_PARIETAL_AVG² 0.0339 0.62 0.1125 0.0542 0.0000 -0.0208 -0.0125 0.0625 0.0500 0.0250
8 +EEG_FAA_REL_ALPHA2_FP2FP1 0.0297 0.75 0.1417 0.0125 0.0000 0.0125 -0.0125 0.0500 0.0083 0.0250
9 +EEG_PWR_REL_ALPHA2_OCCIPITAL_AVG 0.0281 0.50 0.1125 0.0917 0.0000 -0.0083 -0.0042 0.0375 0.0208 -0.0250
10 +EEG_FAA_ABS_THETA_C4C3+EEG_FAA_ABS_THETA_C4C3² 0.0263 0.50 0.1250 0.0563 -0.0042 0.0167 -0.0458 0.0875 -0.0042 -0.0208
11 +EEG_FAA_ABS_ALPHA_O2O1+EEG_FAA_ABS_ALPHA_O2O1² 0.0255 0.75 0.0625 -0.0000 0.0250 0.0125 -0.0208 0.0625 0.0458 0.0167
12 +EEG_FAA_ABS_THETA_P4P3+EEG_FAA_ABS_THETA_P4P3² 0.0253 0.62 0.1167 0.0229 -0.0125 -0.0375 -0.0125 0.0375 0.0500 0.0375
13 +EEG_PWR_REL_ALPHA_FRONTAL_AVG+EEG_PWR_REL_ALPHA_FRONTAL_AVG² 0.0250 0.62 0.0583 0.0500 -0.0250 0.0250 0.0000 0.0458 0.0500 -0.0042
14 +EEG_FAA_ABS_ALPHA_O2O1 0.0250 0.75 0.0500 -0.0000 0.0000 0.0083 0.0125 0.0750 0.0375 0.0167
15 +EEG_PWR_ABS_ALPHA_OCCIPITAL_AVG 0.0240 0.75 0.1042 0.0125 0.0125 -0.0500 0.0125 0.0583 -0.0042 0.0458
16 +EEG_FAA_REL_DELTA_F4F3 0.0237 0.62 0.0625 0.0167 -0.0042 -0.0125 0.0000 0.0771 0.0333 0.0167
17 +EEG_PWR_REL_ALPHA2_OCCIPITAL_AVG+EEG_PWR_REL_ALPHA2_OCCIPITAL_AVG² 0.0234 0.75 0.1375 0.0917 0.0125 0.0083 -0.0542 0.0458 0.0125 -0.0667
18 +EEG_FAA_ABS_GAMMA1_P4P3 0.0234 0.62 0.1208 0.0333 0.0125 -0.0500 -0.0125 0.0875 0.0125 -0.0167
19 +EEG_FAA_REL_ALPHA1_FP2FP1 0.0234 0.62 0.0958 0.0083 -0.0125 -0.0333 0.0000 0.0500 0.0292 0.0500
20 +EEG_FAA_REL_ALPHA_FP2FP1 0.0229 0.62 0.1000 0.0104 0.0000 -0.0292 0.0000 0.0437 0.0333 0.0250
21 +EEG_FAA_REL_GAMMA1_F8F7 0.0229 0.75 0.0750 0.0417 -0.0125 0.0333 -0.0375 0.0375 0.0375 0.0083
22 +EEG_PWR_ABS_ALPHA_BRAIN_AVG+EEG_PWR_ABS_ALPHA_BRAIN_AVG² 0.0227 0.50 0.1542 0.0729 0.0000 -0.0875 -0.0333 0.0750 0.0250 -0.0250
23 +EEG_FAA_REL_GAMMA1_F4F3+EEG_FAA_REL_GAMMA1_F4F3² 0.0221 0.75 0.1125 0.0229 -0.0333 0.0042 -0.0708 0.0750 0.0333 0.0333
24 +EEG_FAA_ABS_BETA3_FP2FP1 0.0216 0.50 0.1125 0.0604 -0.0167 -0.0083 -0.0125 0.0500 0.0125 -0.0250
25 +EEG_FAA_ABS_DELTA_F4F3 0.0214 0.75 0.0833 0.0125 0.0125 -0.0125 0.0000 0.0542 0.0042 0.0167
26 +EEG_FAA_ABS_ALPHA1_C4C3+EEG_FAA_ABS_ALPHA1_C4C3² 0.0208 0.50 0.0875 0.0458 -0.0292 0.0000 -0.0208 0.0542 0.0292 0.0000
27 +EEG_FAA_ABS_GAMMA_F8F7+EEG_FAA_ABS_GAMMA_F8F7² 0.0206 0.75 0.1250 0.0021 0.0125 0.0208 -0.0208 0.0333 0.0125 -0.0208
28 +EEG_PWR_ABS_ALPHA2_TEMPORAL_AVG+EEG_PWR_ABS_ALPHA2_TEMPORAL_AVG² 0.0206 0.62 0.0917 0.0396 0.0125 -0.0167 -0.0208 0.0458 0.0375 -0.0250
29 +EEG_PWR_REL_ALPHA_BRAIN_AVG+EEG_PWR_REL_ALPHA_BRAIN_AVG² 0.0198 0.62 0.0750 0.0208 -0.0250 -0.0125 -0.0167 0.0333 0.0500 0.0333
30 +EEG_FAA_REL_ALPHA1_P4P3+EEG_FAA_REL_ALPHA1_P4P3² 0.0193 0.75 0.0542 0.0458 -0.0292 0.0208 -0.0375 0.0458 0.0333 0.0208
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Top 10 by positive_ratio（對最多模型有幫助）
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feature_combination mean_delta positive_ratio delta_DecisionTree delta_KNN delta_LogisticRegression delta_MLP delta_NaiveBayes delta_RandomForest delta_SVM delta_XGBoost
rank
1 +EEG_PWR_ABS_ALPHA_TEMPORAL_AVG 0.0503 1.00 0.1667 0.0687 0.0125 0.0208 0.0125 0.0625 0.0500 0.0083
2 +EEG_PWR_ABS_ALPHA_BRAIN_AVG 0.0440 0.88 0.1542 0.0792 0.0125 0.0083 0.0125 0.0687 0.0500 -0.0333
3 +EEG_FAA_ABS_ALPHA1_O2O1+EEG_FAA_ABS_ALPHA1_O2O1² 0.0438 0.88 0.0917 0.0208 0.0250 0.0333 -0.0083 0.0500 0.0625 0.0750
5 +EEG_FAA_ABS_ALPHA1_O2O1 0.0419 0.88 0.0833 0.0500 -0.0125 0.0333 0.0125 0.0687 0.0750 0.0250
6 +EEG_PWR_ABS_ALPHA_PARIETAL_AVG 0.0367 0.88 0.0875 0.0417 0.0125 -0.0042 0.0125 0.0687 0.0500 0.0250
8 +EEG_FAA_REL_ALPHA2_FP2FP1 0.0297 0.75 0.1417 0.0125 0.0000 0.0125 -0.0125 0.0500 0.0083 0.0250
11 +EEG_FAA_ABS_ALPHA_O2O1+EEG_FAA_ABS_ALPHA_O2O1² 0.0255 0.75 0.0625 -0.0000 0.0250 0.0125 -0.0208 0.0625 0.0458 0.0167
14 +EEG_FAA_ABS_ALPHA_O2O1 0.0250 0.75 0.0500 -0.0000 0.0000 0.0083 0.0125 0.0750 0.0375 0.0167
15 +EEG_PWR_ABS_ALPHA_OCCIPITAL_AVG 0.0240 0.75 0.1042 0.0125 0.0125 -0.0500 0.0125 0.0583 -0.0042 0.0458
17 +EEG_PWR_REL_ALPHA2_OCCIPITAL_AVG+EEG_PWR_REL_ALPHA2_OCCIPITAL_AVG² 0.0234 0.75 0.1375 0.0917 0.0125 0.0083 -0.0542 0.0458 0.0125 -0.0667
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完成。總耗時：691.3s (11.5 min)
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