New results + hyperparameters spambase

experiments/spambase/stage1/params.json

+{
+    "scorer": "accuracy",
+    "best_score_train": 0.9469882246376812,
+    "best_score_test": 0.9512124502352516,
+    "best_parameters": {
+        "min_samples_leaf": 1,
+        "n_estimators": 1000,
+        "max_features": "log2",
+        "max_depth": 20
+    },
+    "random_seed": [
+        1260,
+        1414,
+        1635,
+        513,
+        678,
+        943,
+        1496,
+        1434,
+        260,
+        1825,
+        415,
+        740,
+        811,
+        93,
+        1860
+    ]
+}
\ No newline at end of file

scripts/run_compute_results.sh

-for dataset in steel-plates
+for dataset in breast_cancer kr-vs-kp steel-plates
 do
     python code/compute_results.py --stage=4 --experiment_ids 1 2 3 --dataset_name=$dataset --models_dir=models/$dataset/stage5
 done

scripts/run_stage5_experiments.sh

@@ -4,7 +4,7 @@ walltime=1:00
 seeds='1 2 3 4 5 6 7'
 
 #for dataset in breast_cancer diabetes diamonds california_housing boston linnerud steel-plates
-for dataset in steel-plates
+for dataset in breast_cancer kr-vs-kp steel-plates
 do
     oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=none --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=1 --models_dir=models/$dataset/stage5 --subsets_used train+dev,train+dev"
     oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=random --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=2 --models_dir=models/$dataset/stage5 --subsets_used train+dev,train+dev"