From ad01d6a3db7245f49d89a527b4fd4138340360bd Mon Sep 17 00:00:00 2001 From: saeedkhosravi94 Date: Mon, 1 Dec 2025 00:34:33 +0100 Subject: [PATCH] editing readme.md --- README.md | 14 +- __pycache__/train.cpython-312.pyc | Bin 5601 -> 5788 bytes catboost_info/catboost_training.json | 1000 +++++++++++----------- catboost_info/learn/events.out.tfevents | Bin 27370 -> 27370 bytes catboost_info/time_left.tsv | 1000 +++++++++++----------- lgbm_vs_cat_kmeans_smote_k10_results.csv | 4 + runner.py | 1 - train.py | 15 +- 8 files changed, 1021 insertions(+), 1013 deletions(-) diff --git a/README.md b/README.md index 0390c8d..2af3e7e 100644 --- a/README.md +++ b/README.md @@ -91,21 +91,21 @@ We are dealing with an exteremly imbalance dataset related to electrocardiogram ## STEP 5: -Current results taken: +Current results taken KMEANS_SMOTE: | model | stage | accuracy | f1_macro | f2_macro | recall_macro | precision_macro | f1_class0 | f1_class1 | f2_class0 | f2_class1 | recall_class0 | recall_class1 | precision_class0 | precision_class1 | TP | TN | FP | FN | |-----------------------|-------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|-----|-------|----|----| -| CatBoost_balanced | train | 0.9843784049402589 | 0.8696686267343388 | 0.8824472728294012 | 0.8916952848998795 | 0.8508242781484853 | 0.9919396338322237 | 0.7473976196364541 | 0.9908276010500254 | 0.7740669446087769 | 0.9900881006639566 | 0.7933024691358025 | 0.9938004847319636 | 0.7078480715650071 | 789 | 26898 | 140 | 19 | -| CatBoost_balanced | test | 0.9802604802604803 | 0.8348421298822796 | 0.8461546793313885 | 0.8541662696976049 | 0.8176680164072361 | 0.9898162729658793 | 0.6798679867986799 | 0.988757446094471 | 0.703551912568306 | 0.9880528191154894 | 0.7202797202797203 | 0.991586032814472 | 0.64375 | 103 | 4714 | 57 | 40 | -| LGBM_KMEANS_SMOTE | train | 0.9883286128479746 | 0.8784419356817057 | 0.8436008106620193 | 0.8240767336379762 | 0.9582821430574249 | 0.9940169232360254 | 0.7628669481273861 | 0.9966698960611392 | 0.6905317252628993 | 0.9984466771524954 | 0.6497067901234568 | 0.9896275269971563 | 0.9269367591176938 | 775 | 27036 | 2 | 33 | -| LGBM_KMEANS_SMOTE | test | 0.9865689865689866 | 0.8543196878009516 | 0.8121616449258658 | 0.7895809912158687 | 0.9600745182511498 | 0.9931221342225928 | 0.7155172413793104 | 0.9964866786565728 | 0.6278366111951589 | 0.9987424020121568 | 0.5804195804195804 | 0.9875647668393782 | 0.9325842696629213 | 83 | 4765 | 6 | 60 | +| CatBoost_balanced_knn10 | train | 0.9843784049402589 | 0.8696686267343388 | 0.8824472728294012 | 0.8916952848998795 | 0.8508242781484853 | 0.9919396338322237 | 0.7473976196364541 | 0.9908276010500254 | 0.7740669446087769 | 0.9900881006639566 | 0.7933024691358025 | 0.9938004847319636 | 0.7078480715650071 | 789 | 26898 | 140 | 19 | +| CatBoost_balanced_knn10 | test | 0.9802604802604803 | 0.8348421298822796 | 0.8461546793313885 | 0.8541662696976049 | 0.8176680164072361 | 0.9898162729658793 | 0.6798679867986799 | 0.988757446094471 | 0.703551912568306 | 0.9880528191154894 | 0.7202797202797203 | 0.991586032814472 | 0.64375 | 103 | 4714 | 57 | 40 | +| LGBM_KMEANS_SMOTE_knn10 | train | 0.9883286128479746 | 0.8784419356817057 | 0.8436008106620193 | 0.8240767336379762 | 0.9582821430574249 | 0.9940169232360254 | 0.7628669481273861 | 0.9966698960611392 | 0.6905317252628993 | 0.9984466771524954 | 0.6497067901234568 | 0.9896275269971563 | 0.9269367591176938 | 775 | 27036 | 2 | 33 | +| LGBM_KMEANS_SMOTE_knn10 | test | 0.9865689865689866 | 0.8543196878009516 | 0.8121616449258658 | 0.7895809912158687 | 0.9600745182511498 | 0.9931221342225928 | 0.7155172413793104 | 0.9964866786565728 | 0.6278366111951589 | 0.9987424020121568 | 0.5804195804195804 | 0.9875647668393782 | 0.9325842696629213 | 83 | 4765 | 6 | 60 | ## next steps: ``` ✅ 1. 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+489 11507 234 +490 11530 211 +491 11553 187 +492 11576 164 +493 11601 140 +494 11623 117 +495 11647 93 +496 11669 70 +497 11692 46 +498 11714 23 +499 11737 0 diff --git a/lgbm_vs_cat_kmeans_smote_k10_results.csv b/lgbm_vs_cat_kmeans_smote_k10_results.csv index 3fca988..db05638 100644 --- a/lgbm_vs_cat_kmeans_smote_k10_results.csv +++ b/lgbm_vs_cat_kmeans_smote_k10_results.csv @@ -3,3 +3,7 @@ CatBoost_balanced,train,0.9843784049402589,0.8696686267343388,0.8824472728294012 CatBoost_balanced,test,0.9802604802604803,0.8348421298822796,0.8461546793313885,0.8541662696976049,0.8176680164072361,0.9898162729658793,0.6798679867986799,0.988757446094471,0.703551912568306,0.9880528191154894,0.7202797202797203,0.991586032814472,0.64375,103,4714,57,40 LGBM_KMEANS_SMOTE,train,0.9883286128479746,0.8784419356817057,0.8436008106620193,0.8240767336379762,0.9582821430574249,0.9940169232360254,0.7628669481273861,0.9966698960611392,0.6905317252628993,0.9984466771524954,0.6497067901234568,0.9896275269971563,0.9269367591176938,775,27036,2,33 LGBM_KMEANS_SMOTE,test,0.9865689865689866,0.8543196878009516,0.8121616449258658,0.7895809912158687,0.9600745182511498,0.9931221342225928,0.7155172413793104,0.9964866786565728,0.6278366111951589,0.9987424020121568,0.5804195804195804,0.9875647668393782,0.9325842696629213,83,4765,6,60 +CatBoost_balanced,train,0.9843784049402589,0.8696686267343388,0.8824472728294012,0.8916952848998795,0.8508242781484853,0.9919396338322237,0.7473976196364541,0.9908276010500254,0.7740669446087769,0.9900881006639566,0.7933024691358025,0.9938004847319636,0.7078480715650071,789,26898,140,19 +CatBoost_balanced,test,0.9802604802604803,0.8348421298822796,0.8461546793313885,0.8541662696976049,0.8176680164072361,0.9898162729658793,0.6798679867986799,0.988757446094471,0.703551912568306,0.9880528191154894,0.7202797202797203,0.991586032814472,0.64375,103,4714,57,40 +LGBM_KMEANS_SMOTE,train,0.9883286128479746,0.8784419356817057,0.8436008106620193,0.8240767336379762,0.9582821430574249,0.9940169232360254,0.7628669481273861,0.9966698960611392,0.6905317252628993,0.9984466771524954,0.6497067901234568,0.9896275269971563,0.9269367591176938,775,27036,2,33 +LGBM_KMEANS_SMOTE,test,0.9865689865689866,0.8543196878009516,0.8121616449258658,0.7895809912158687,0.9600745182511498,0.9931221342225928,0.7155172413793104,0.9964866786565728,0.6278366111951589,0.9987424020121568,0.5804195804195804,0.9875647668393782,0.9325842696629213,83,4765,6,60 diff --git a/runner.py b/runner.py index dff26e3..cd8068f 100644 --- a/runner.py +++ b/runner.py @@ -285,7 +285,6 @@ models = [ class_weights=[1, scale_pos], random_state=42, verbose=0, - n_jobs=-1, ), "smote": False, }, diff --git a/train.py b/train.py index 93f8f14..ecb25bb 100644 --- a/train.py +++ b/train.py @@ -42,19 +42,24 @@ def train_model_with_kfold( if smote: if smote_method.lower() == "kmeans": + from collections import Counter + minority = Counter(y_train)[1] + + k_neighbors = min(10, max(2, minority // 10)) + sampler = KMeansSMOTE( - k_neighbors=10, + k_neighbors=k_neighbors, cluster_balance_threshold=0.1, random_state=random_state, ) elif smote_method.lower() == "smote": - sampler = SMOTE(k_neighbors=5, random_state=random_state) + sampler = SMOTE(k_neighbors=15, random_state=random_state) elif smote_method.lower() == "svmsmote": - sampler = SVMSMOTE(k_neighbors=5, random_state=random_state) + sampler = SVMSMOTE(k_neighbors=15, random_state=random_state) elif smote_method.lower() == "borderline": - sampler = BorderlineSMOTE(k_neighbors=5, random_state=random_state) + sampler = BorderlineSMOTE(k_neighbors=15, random_state=random_state) elif smote_method.lower() == "adasyn": - sampler = ADASYN(n_neighbors=5, random_state=random_state) + sampler = ADASYN(n_neighbors=15, random_state=random_state) else: raise ValueError(f"Unknown smote_method: {smote_method}")