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| "mean_diff": -0.0029, |
| "low_n_warning": false, |
| "p_fdr": 1.0 |
| }, |
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| "mean_diff": 0.063, |
| "low_n_warning": false, |
| "p_fdr": 0.583333 |
| }, |
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| "mean_diff": -0.0006, |
| "low_n_warning": false, |
| "p_fdr": 0.921053 |
| }, |
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| "mean_diff": 0.2612, |
| "low_n_warning": false, |
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| }, |
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| "n_folds": 6, |
| "mean_diff": -0.0575, |
| "low_n_warning": false, |
| "p_fdr": 0.583333 |
| }, |
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| "mean_diff": -0.1075, |
| "low_n_warning": false, |
| "p_fdr": 0.291667 |
| }, |
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| "p_raw": 0.84375, |
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| "mean_diff": -0.0417, |
| "low_n_warning": false, |
| "p_fdr": 0.945 |
| }, |
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| "mean_diff": -0.1052, |
| "low_n_warning": false, |
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| }, |
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| "mean_diff": 0.1565, |
| "low_n_warning": false, |
| "p_fdr": 0.510417 |
| }, |
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| "p_raw": 0.84375, |
| "n_folds": 6, |
| "mean_diff": -0.05, |
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| "p_fdr": 0.945 |
| }, |
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| "n_folds": 6, |
| "mean_diff": 0.0158, |
| "low_n_warning": false, |
| "p_fdr": 0.921053 |
| }, |
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| "mean_diff": -0.0477, |
| "low_n_warning": false, |
| "p_fdr": 1.0 |
| }, |
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| "n_folds": 6, |
| "mean_diff": 0.214, |
| "low_n_warning": false, |
| "p_fdr": 0.510417 |
| }, |
| "svm_rbf_vs_knn": { |
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| "p_raw": 0.4375, |
| "n_folds": 6, |
| "mean_diff": 0.0658, |
| "low_n_warning": false, |
| "p_fdr": 0.765625 |
| }, |
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| "mean_diff": 0.0023, |
| "low_n_warning": false, |
| "p_fdr": 1.0 |
| }, |
| "svm_rbf_vs_tabnet": { |
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| "mean_diff": 0.264, |
| "low_n_warning": false, |
| "p_fdr": 0.25 |
| }, |
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| "mean_diff": -0.0636, |
| "low_n_warning": false, |
| "p_fdr": 0.4375 |
| }, |
| "knn_vs_tabnet": { |
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| "n_folds": 6, |
| "mean_diff": 0.1982, |
| "low_n_warning": false, |
| "p_fdr": 0.25 |
| }, |
| "mlp_vs_tabnet": { |
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| "mean_diff": 0.2617, |
| "low_n_warning": false, |
| "p_fdr": 0.25 |
| } |
| }, |
| "gastrocnemius": { |
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| "stat": 0.0, |
| "p_raw": 1.0, |
| "n_folds": 3, |
| "mean_diff": 0.0463, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| }, |
| "elasticnet_lr_vs_rf": { |
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| "n_folds": 3, |
| "mean_diff": 0.228, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
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| "p_raw": 0.25, |
| "n_folds": 3, |
| "mean_diff": 0.2639, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "elasticnet_lr_vs_svm_rbf": { |
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| "p_raw": 0.25, |
| "n_folds": 3, |
| "mean_diff": 0.6227, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
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| "n_folds": 3, |
| "mean_diff": 0.0555, |
| "low_n_warning": true, |
| "p_fdr": 0.56 |
| }, |
| "elasticnet_lr_vs_mlp": { |
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| "mean_diff": 0.3611, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "elasticnet_lr_vs_tabnet": { |
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| "n_folds": 3, |
| "mean_diff": 0.3935, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "pca_lr_vs_rf": { |
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| "n_folds": 3, |
| "mean_diff": 0.1817, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "pca_lr_vs_xgb": { |
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| "n_folds": 3, |
| "mean_diff": 0.2176, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "pca_lr_vs_svm_rbf": { |
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| "n_folds": 3, |
| "mean_diff": 0.5764, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "pca_lr_vs_knn": { |
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| "n_folds": 3, |
| "mean_diff": 0.0093, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| }, |
| "pca_lr_vs_mlp": { |
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| "n_folds": 3, |
| "mean_diff": 0.3148, |
| "low_n_warning": true, |
| "p_fdr": 0.56 |
| }, |
| "pca_lr_vs_tabnet": { |
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| "n_folds": 3, |
| "mean_diff": 0.3472, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "rf_vs_xgb": { |
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| "p_raw": 0.5, |
| "n_folds": 3, |
| "mean_diff": 0.0359, |
| "low_n_warning": true, |
| "p_fdr": 0.56 |
| }, |
| "rf_vs_svm_rbf": { |
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| "n_folds": 3, |
| "mean_diff": 0.3947, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "rf_vs_knn": { |
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| "mean_diff": -0.1724, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "rf_vs_mlp": { |
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| "p_raw": 0.5, |
| "n_folds": 3, |
| "mean_diff": 0.1331, |
| "low_n_warning": true, |
| "p_fdr": 0.56 |
| }, |
| "rf_vs_tabnet": { |
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| "n_folds": 3, |
| "mean_diff": 0.1655, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "xgb_vs_svm_rbf": { |
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| "n_folds": 3, |
| "mean_diff": 0.3588, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "xgb_vs_knn": { |
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| "n_folds": 3, |
| "mean_diff": -0.2083, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "xgb_vs_mlp": { |
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| "n_folds": 3, |
| "mean_diff": 0.0972, |
| "low_n_warning": true, |
| "p_fdr": 0.56 |
| }, |
| "xgb_vs_tabnet": { |
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| "mean_diff": 0.1296, |
| "low_n_warning": true, |
| "p_fdr": 0.56 |
| }, |
| "svm_rbf_vs_knn": { |
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| "n_folds": 3, |
| "mean_diff": -0.5671, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "svm_rbf_vs_mlp": { |
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| "mean_diff": -0.2616, |
| "low_n_warning": true, |
| "p_fdr": 0.56 |
| }, |
| "svm_rbf_vs_tabnet": { |
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| "p_raw": 0.5, |
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| "mean_diff": -0.2292, |
| "low_n_warning": true, |
| "p_fdr": 0.56 |
| }, |
| "knn_vs_mlp": { |
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| "n_folds": 3, |
| "mean_diff": 0.3055, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "knn_vs_tabnet": { |
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| "n_folds": 3, |
| "mean_diff": 0.338, |
| "low_n_warning": true, |
| "p_fdr": 0.411765 |
| }, |
| "mlp_vs_tabnet": { |
| "stat": 3.0, |
| "p_raw": 1.0, |
| "n_folds": 3, |
| "mean_diff": 0.0324, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| } |
| }, |
| "kidney": { |
| "elasticnet_lr_vs_pca_lr": { |
| "stat": 3.0, |
| "p_raw": 1.0, |
| "n_folds": 3, |
| "mean_diff": -0.0315, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| }, |
| "elasticnet_lr_vs_rf": { |
| "stat": 1.0, |
| "p_raw": 0.5, |
| "n_folds": 3, |
| "mean_diff": -0.0666, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "elasticnet_lr_vs_xgb": { |
| "stat": 1.0, |
| "p_raw": 0.5, |
| "n_folds": 3, |
| "mean_diff": -0.0852, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "elasticnet_lr_vs_svm_rbf": { |
| "stat": 3.0, |
| "p_raw": 1.0, |
| "n_folds": 3, |
| "mean_diff": 0.0163, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| }, |
| "elasticnet_lr_vs_knn": { |
| "stat": 3.0, |
| "p_raw": 1.0, |
| "n_folds": 3, |
| "mean_diff": -0.0007, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| }, |
| "elasticnet_lr_vs_mlp": { |
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| "p_raw": 0.25, |
| "n_folds": 3, |
| "mean_diff": -0.0604, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "elasticnet_lr_vs_tabnet": { |
| "stat": 2.0, |
| "p_raw": 0.75, |
| "n_folds": 3, |
| "mean_diff": 0.0386, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "pca_lr_vs_rf": { |
| "stat": 2.0, |
| "p_raw": 0.75, |
| "n_folds": 3, |
| "mean_diff": -0.0351, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "pca_lr_vs_xgb": { |
| "stat": 2.0, |
| "p_raw": 0.75, |
| "n_folds": 3, |
| "mean_diff": -0.0537, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "pca_lr_vs_svm_rbf": { |
| "stat": 2.0, |
| "p_raw": 0.75, |
| "n_folds": 3, |
| "mean_diff": 0.0478, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "pca_lr_vs_knn": { |
| "stat": 2.0, |
| "p_raw": 0.75, |
| "n_folds": 3, |
| "mean_diff": 0.0308, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "pca_lr_vs_mlp": { |
| "stat": 2.0, |
| "p_raw": 0.75, |
| "n_folds": 3, |
| "mean_diff": -0.0289, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "pca_lr_vs_tabnet": { |
| "stat": 2.0, |
| "p_raw": 0.75, |
| "n_folds": 3, |
| "mean_diff": 0.0701, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "rf_vs_xgb": { |
| "stat": 0.0, |
| "p_raw": 0.25, |
| "n_folds": 3, |
| "mean_diff": -0.0186, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "rf_vs_svm_rbf": { |
| "stat": 2.0, |
| "p_raw": 0.75, |
| "n_folds": 3, |
| "mean_diff": 0.0829, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "rf_vs_knn": { |
| "stat": 1.0, |
| "p_raw": 0.5, |
| "n_folds": 3, |
| "mean_diff": 0.0659, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "rf_vs_mlp": { |
| "stat": 2.0, |
| "p_raw": 0.75, |
| "n_folds": 3, |
| "mean_diff": 0.0062, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "rf_vs_tabnet": { |
| "stat": 0.0, |
| "p_raw": 0.25, |
| "n_folds": 3, |
| "mean_diff": 0.1052, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "xgb_vs_svm_rbf": { |
| "stat": 1.0, |
| "p_raw": 0.5, |
| "n_folds": 3, |
| "mean_diff": 0.1015, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "xgb_vs_knn": { |
| "stat": 1.0, |
| "p_raw": 0.5, |
| "n_folds": 3, |
| "mean_diff": 0.0845, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "xgb_vs_mlp": { |
| "stat": 1.0, |
| "p_raw": 0.5, |
| "n_folds": 3, |
| "mean_diff": 0.0248, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "xgb_vs_tabnet": { |
| "stat": 0.0, |
| "p_raw": 0.25, |
| "n_folds": 3, |
| "mean_diff": 0.1238, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "svm_rbf_vs_knn": { |
| "stat": 3.0, |
| "p_raw": 1.0, |
| "n_folds": 3, |
| "mean_diff": -0.017, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| }, |
| "svm_rbf_vs_mlp": { |
| "stat": 2.0, |
| "p_raw": 0.75, |
| "n_folds": 3, |
| "mean_diff": -0.0767, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "svm_rbf_vs_tabnet": { |
| "stat": 1.0, |
| "p_raw": 1.0, |
| "n_folds": 3, |
| "mean_diff": 0.0223, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| }, |
| "knn_vs_mlp": { |
| "stat": 1.0, |
| "p_raw": 0.5, |
| "n_folds": 3, |
| "mean_diff": -0.0597, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "knn_vs_tabnet": { |
| "stat": 1.0, |
| "p_raw": 0.5, |
| "n_folds": 3, |
| "mean_diff": 0.0393, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| }, |
| "mlp_vs_tabnet": { |
| "stat": 0.0, |
| "p_raw": 0.25, |
| "n_folds": 3, |
| "mean_diff": 0.099, |
| "low_n_warning": true, |
| "p_fdr": 0.913043 |
| } |
| }, |
| "thymus": { |
| "elasticnet_lr_vs_pca_lr": { |
| "stat": 1.0, |
| "p_raw": 1.0, |
| "n_folds": 4, |
| "mean_diff": -0.0609, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| }, |
| "elasticnet_lr_vs_rf": { |
| "stat": 1.0, |
| "p_raw": 1.0, |
| "n_folds": 4, |
| "mean_diff": 0.0099, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| }, |
| "elasticnet_lr_vs_xgb": { |
| "stat": 0.0, |
| "p_raw": 0.5, |
| "n_folds": 4, |
| "mean_diff": 0.1206, |
| "low_n_warning": true, |
| "p_fdr": 0.777778 |
| }, |
| "elasticnet_lr_vs_svm_rbf": { |
| "stat": 0.0, |
| "p_raw": 0.5, |
| "n_folds": 4, |
| "mean_diff": 0.1312, |
| "low_n_warning": true, |
| "p_fdr": 0.777778 |
| }, |
| "elasticnet_lr_vs_knn": { |
| "stat": 0.0, |
| "p_raw": 0.5, |
| "n_folds": 4, |
| "mean_diff": -0.0778, |
| "low_n_warning": true, |
| "p_fdr": 0.777778 |
| }, |
| "elasticnet_lr_vs_mlp": { |
| "stat": 1.0, |
| "p_raw": 1.0, |
| "n_folds": 4, |
| "mean_diff": -0.0226, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| }, |
| "elasticnet_lr_vs_tabnet": { |
| "stat": 0.0, |
| "p_raw": 0.125, |
| "n_folds": 4, |
| "mean_diff": 0.2223, |
| "low_n_warning": true, |
| "p_fdr": 0.777778 |
| }, |
| "pca_lr_vs_rf": { |
| "stat": 1.0, |
| "p_raw": 1.0, |
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| "mean_diff": 0.0708, |
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| }, |
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| "low_n_warning": true, |
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| } |
| }, |
| "lung": { |
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| "mean_diff": 0.0669, |
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| "mean_diff": 0.1277, |
| "low_n_warning": true, |
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| }, |
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| "mean_diff": 0.5678, |
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| }, |
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| }, |
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| "low_n_warning": true, |
| "p_fdr": 0.21875 |
| }, |
| "pca_lr_vs_rf": { |
| "stat": 0.0, |
| "p_raw": 0.125, |
| "n_folds": 5, |
| "mean_diff": 0.1215, |
| "low_n_warning": true, |
| "p_fdr": 0.21875 |
| }, |
| "pca_lr_vs_xgb": { |
| "stat": 2.0, |
| "p_raw": 0.375, |
| "n_folds": 5, |
| "mean_diff": 0.0608, |
| "low_n_warning": true, |
| "p_fdr": 0.477273 |
| }, |
| "pca_lr_vs_svm_rbf": { |
| "stat": 1.0, |
| "p_raw": 0.125, |
| "n_folds": 5, |
| "mean_diff": 0.5009, |
| "low_n_warning": true, |
| "p_fdr": 0.21875 |
| }, |
| "pca_lr_vs_knn": { |
| "stat": 0.0, |
| "p_raw": 0.0625, |
| "n_folds": 5, |
| "mean_diff": 0.2005, |
| "low_n_warning": true, |
| "p_fdr": 0.21875 |
| }, |
| "pca_lr_vs_mlp": { |
| "stat": 1.0, |
| "p_raw": 0.125, |
| "n_folds": 5, |
| "mean_diff": 0.2268, |
| "low_n_warning": true, |
| "p_fdr": 0.21875 |
| }, |
| "pca_lr_vs_tabnet": { |
| "stat": 0.0, |
| "p_raw": 0.0625, |
| "n_folds": 5, |
| "mean_diff": 0.3849, |
| "low_n_warning": true, |
| "p_fdr": 0.21875 |
| }, |
| "rf_vs_xgb": { |
| "stat": 5.0, |
| "p_raw": 0.625, |
| "n_folds": 5, |
| "mean_diff": -0.0607, |
| "low_n_warning": true, |
| "p_fdr": 0.673077 |
| }, |
| "rf_vs_svm_rbf": { |
| "stat": 1.0, |
| "p_raw": 0.125, |
| "n_folds": 5, |
| "mean_diff": 0.3795, |
| "low_n_warning": true, |
| "p_fdr": 0.21875 |
| }, |
| "rf_vs_knn": { |
| "stat": 3.0, |
| "p_raw": 0.3125, |
| "n_folds": 5, |
| "mean_diff": 0.079, |
| "low_n_warning": true, |
| "p_fdr": 0.477273 |
| }, |
| "rf_vs_mlp": { |
| "stat": 4.0, |
| "p_raw": 0.375, |
| "n_folds": 5, |
| "mean_diff": 0.1054, |
| "low_n_warning": true, |
| "p_fdr": 0.477273 |
| }, |
| "rf_vs_tabnet": { |
| "stat": 3.0, |
| "p_raw": 0.625, |
| "n_folds": 5, |
| "mean_diff": 0.2634, |
| "low_n_warning": true, |
| "p_fdr": 0.673077 |
| }, |
| "xgb_vs_svm_rbf": { |
| "stat": 0.0, |
| "p_raw": 0.0625, |
| "n_folds": 5, |
| "mean_diff": 0.4402, |
| "low_n_warning": true, |
| "p_fdr": 0.21875 |
| }, |
| "xgb_vs_knn": { |
| "stat": 0.0, |
| "p_raw": 0.125, |
| "n_folds": 5, |
| "mean_diff": 0.1397, |
| "low_n_warning": true, |
| "p_fdr": 0.21875 |
| }, |
| "xgb_vs_mlp": { |
| "stat": 2.0, |
| "p_raw": 0.375, |
| "n_folds": 5, |
| "mean_diff": 0.1661, |
| "low_n_warning": true, |
| "p_fdr": 0.477273 |
| }, |
| "xgb_vs_tabnet": { |
| "stat": 0.0, |
| "p_raw": 0.0625, |
| "n_folds": 5, |
| "mean_diff": 0.3241, |
| "low_n_warning": true, |
| "p_fdr": 0.21875 |
| }, |
| "svm_rbf_vs_knn": { |
| "stat": 1.0, |
| "p_raw": 0.125, |
| "n_folds": 5, |
| "mean_diff": -0.3004, |
| "low_n_warning": true, |
| "p_fdr": 0.21875 |
| }, |
| "svm_rbf_vs_mlp": { |
| "stat": 2.0, |
| "p_raw": 0.1875, |
| "n_folds": 5, |
| "mean_diff": -0.2741, |
| "low_n_warning": true, |
| "p_fdr": 0.308824 |
| }, |
| "svm_rbf_vs_tabnet": { |
| "stat": 5.0, |
| "p_raw": 0.625, |
| "n_folds": 5, |
| "mean_diff": -0.116, |
| "low_n_warning": true, |
| "p_fdr": 0.673077 |
| }, |
| "knn_vs_mlp": { |
| "stat": 6.0, |
| "p_raw": 0.8125, |
| "n_folds": 5, |
| "mean_diff": 0.0263, |
| "low_n_warning": true, |
| "p_fdr": 0.8125 |
| }, |
| "knn_vs_tabnet": { |
| "stat": 2.0, |
| "p_raw": 0.375, |
| "n_folds": 5, |
| "mean_diff": 0.1844, |
| "low_n_warning": true, |
| "p_fdr": 0.477273 |
| }, |
| "mlp_vs_tabnet": { |
| "stat": 5.5, |
| "p_raw": 0.6875, |
| "n_folds": 5, |
| "mean_diff": 0.158, |
| "low_n_warning": true, |
| "p_fdr": 0.712963 |
| } |
| }, |
| "colon": { |
| "elasticnet_lr_vs_pca_lr": { |
| "stat": 1.0, |
| "p_raw": 0.25, |
| "n_folds": 5, |
| "mean_diff": -0.0476, |
| "low_n_warning": true, |
| "p_fdr": 0.4375 |
| }, |
| "elasticnet_lr_vs_rf": { |
| "stat": 3.0, |
| "p_raw": 0.3125, |
| "n_folds": 5, |
| "mean_diff": 0.1226, |
| "low_n_warning": true, |
| "p_fdr": 0.4375 |
| }, |
| "elasticnet_lr_vs_xgb": { |
| "stat": 4.0, |
| "p_raw": 0.875, |
| "n_folds": 5, |
| "mean_diff": -0.0286, |
| "low_n_warning": true, |
| "p_fdr": 0.98 |
| }, |
| "elasticnet_lr_vs_svm_rbf": { |
| "stat": 0.0, |
| "p_raw": 0.0625, |
| "n_folds": 5, |
| "mean_diff": 0.3857, |
| "low_n_warning": true, |
| "p_fdr": 0.291667 |
| }, |
| "elasticnet_lr_vs_knn": { |
| "stat": 1.5, |
| "p_raw": 0.375, |
| "n_folds": 5, |
| "mean_diff": 0.1214, |
| "low_n_warning": true, |
| "p_fdr": 0.5 |
| }, |
| "elasticnet_lr_vs_mlp": { |
| "stat": 3.0, |
| "p_raw": 0.3125, |
| "n_folds": 5, |
| "mean_diff": 0.0953, |
| "low_n_warning": true, |
| "p_fdr": 0.4375 |
| }, |
| "elasticnet_lr_vs_tabnet": { |
| "stat": 1.0, |
| "p_raw": 0.125, |
| "n_folds": 5, |
| "mean_diff": 0.2429, |
| "low_n_warning": true, |
| "p_fdr": 0.35 |
| }, |
| "pca_lr_vs_rf": { |
| "stat": 0.0, |
| "p_raw": 0.0625, |
| "n_folds": 5, |
| "mean_diff": 0.1702, |
| "low_n_warning": true, |
| "p_fdr": 0.291667 |
| }, |
| "pca_lr_vs_xgb": { |
| "stat": 3.0, |
| "p_raw": 1.0, |
| "n_folds": 5, |
| "mean_diff": 0.019, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| }, |
| "pca_lr_vs_svm_rbf": { |
| "stat": 0.0, |
| "p_raw": 0.0625, |
| "n_folds": 5, |
| "mean_diff": 0.4333, |
| "low_n_warning": true, |
| "p_fdr": 0.291667 |
| }, |
| "pca_lr_vs_knn": { |
| "stat": 0.0, |
| "p_raw": 0.125, |
| "n_folds": 5, |
| "mean_diff": 0.169, |
| "low_n_warning": true, |
| "p_fdr": 0.35 |
| }, |
| "pca_lr_vs_mlp": { |
| "stat": 0.0, |
| "p_raw": 0.0625, |
| "n_folds": 5, |
| "mean_diff": 0.1428, |
| "low_n_warning": true, |
| "p_fdr": 0.291667 |
| }, |
| "pca_lr_vs_tabnet": { |
| "stat": 1.0, |
| "p_raw": 0.125, |
| "n_folds": 5, |
| "mean_diff": 0.2905, |
| "low_n_warning": true, |
| "p_fdr": 0.35 |
| }, |
| "rf_vs_xgb": { |
| "stat": 3.0, |
| "p_raw": 0.3125, |
| "n_folds": 5, |
| "mean_diff": -0.1512, |
| "low_n_warning": true, |
| "p_fdr": 0.4375 |
| }, |
| "rf_vs_svm_rbf": { |
| "stat": 3.0, |
| "p_raw": 0.3125, |
| "n_folds": 5, |
| "mean_diff": 0.2631, |
| "low_n_warning": true, |
| "p_fdr": 0.4375 |
| }, |
| "rf_vs_knn": { |
| "stat": 5.0, |
| "p_raw": 1.0, |
| "n_folds": 5, |
| "mean_diff": -0.0012, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| }, |
| "rf_vs_mlp": { |
| "stat": 4.0, |
| "p_raw": 0.875, |
| "n_folds": 5, |
| "mean_diff": -0.0274, |
| "low_n_warning": true, |
| "p_fdr": 0.98 |
| }, |
| "rf_vs_tabnet": { |
| "stat": 5.0, |
| "p_raw": 0.625, |
| "n_folds": 5, |
| "mean_diff": 0.1203, |
| "low_n_warning": true, |
| "p_fdr": 0.76087 |
| }, |
| "xgb_vs_svm_rbf": { |
| "stat": 0.0, |
| "p_raw": 0.0625, |
| "n_folds": 5, |
| "mean_diff": 0.4143, |
| "low_n_warning": true, |
| "p_fdr": 0.291667 |
| }, |
| "xgb_vs_knn": { |
| "stat": 1.0, |
| "p_raw": 0.25, |
| "n_folds": 5, |
| "mean_diff": 0.15, |
| "low_n_warning": true, |
| "p_fdr": 0.4375 |
| }, |
| "xgb_vs_mlp": { |
| "stat": 1.5, |
| "p_raw": 0.1875, |
| "n_folds": 5, |
| "mean_diff": 0.1238, |
| "low_n_warning": true, |
| "p_fdr": 0.4375 |
| }, |
| "xgb_vs_tabnet": { |
| "stat": 2.0, |
| "p_raw": 0.1875, |
| "n_folds": 5, |
| "mean_diff": 0.2714, |
| "low_n_warning": true, |
| "p_fdr": 0.4375 |
| }, |
| "svm_rbf_vs_knn": { |
| "stat": 0.0, |
| "p_raw": 0.125, |
| "n_folds": 5, |
| "mean_diff": -0.2643, |
| "low_n_warning": true, |
| "p_fdr": 0.35 |
| }, |
| "svm_rbf_vs_mlp": { |
| "stat": 0.0, |
| "p_raw": 0.0625, |
| "n_folds": 5, |
| "mean_diff": -0.2905, |
| "low_n_warning": true, |
| "p_fdr": 0.291667 |
| }, |
| "svm_rbf_vs_tabnet": { |
| "stat": 3.0, |
| "p_raw": 0.3125, |
| "n_folds": 5, |
| "mean_diff": -0.1428, |
| "low_n_warning": true, |
| "p_fdr": 0.4375 |
| }, |
| "knn_vs_mlp": { |
| "stat": 4.5, |
| "p_raw": 1.0, |
| "n_folds": 5, |
| "mean_diff": -0.0262, |
| "low_n_warning": true, |
| "p_fdr": 1.0 |
| }, |
| "knn_vs_tabnet": { |
| "stat": 5.0, |
| "p_raw": 0.625, |
| "n_folds": 5, |
| "mean_diff": 0.1214, |
| "low_n_warning": true, |
| "p_fdr": 0.76087 |
| }, |
| "mlp_vs_tabnet": { |
| "stat": 3.0, |
| "p_raw": 0.3125, |
| "n_folds": 5, |
| "mean_diff": 0.1476, |
| "low_n_warning": true, |
| "p_fdr": 0.4375 |
| } |
| } |
| }, |
| "wilcoxon_limitation": "Wilcoxon signed-rank with n=3-6 folds cannot reach significance after BH-FDR correction over 28 pairs (min adjusted p >= 0.25). Included for completeness; DeLong test provides meaningful pairwise comparison.", |
| "methods": [ |
| "elasticnet_lr", |
| "pca_lr", |
| "rf", |
| "xgb", |
| "svm_rbf", |
| "knn", |
| "mlp", |
| "tabnet" |
| ], |
| "feature_type": "gene" |
| } |
