├── .gitignore ├── LICENCE ├── MANIFEST.in ├── README.rst ├── changelog.rst ├── costcla ├── __init__.py ├── datasets │ ├── __init__.py │ ├── base.py │ ├── data │ │ ├── bankmarketing.csv.gz │ │ ├── churn_tv_subscriptions.csv.gz │ │ ├── creditscoring1.csv.gz │ │ └── creditscoring2.csv.gz │ └── descr │ │ ├── bankmarketing.rst │ │ ├── churn_tv_subscriptions.rst │ │ ├── creditscoring1.rst │ │ └── creditscoring2.rst ├── metrics │ ├── __init__.py │ └── costs.py ├── models │ ├── __init__.py │ ├── bagging.py │ ├── cost_ensemble.py │ ├── cost_tree.py │ ├── directcost.py │ └── regression.py ├── probcal │ ├── __init__.py │ └── probcal.py ├── sampling │ ├── __init__.py │ ├── _smote.py │ ├── cost_sampling.py │ └── sampling.py └── utils │ ├── __init__.py │ └── cross_validation.py ├── doc ├── BayesMinimumRiskClassifier.rst ├── CostSensitiveBaggingClassifier.rst ├── CostSensitiveDecisionTreeClassifier.rst ├── CostSensitiveLogisticRegression.rst ├── CostSensitivePastingClassifier.rst ├── CostSensitiveRandomForestClassifier.rst ├── CostSensitiveRandomPatchesClassifier.rst ├── Datasets.rst ├── Intro.rst ├── Makefile ├── Metrics.rst ├── Models.rst ├── Probcal.rst ├── Sampling.rst ├── ThresholdingOptimization.rst ├── Tutorials.rst ├── changelog.rst ├── conf.py ├── cost_mat.png ├── costcla.rst ├── index.rst ├── make.bat └── tutorials │ ├── README.rst │ ├── files │ ├── logo.png │ ├── logo_easysol.jpg │ ├── logo_unilu_snt.jpg │ ├── s_scoring_Picture1.png │ ├── s_scoring_Picture2.png │ ├── s_scoring_Picture3.png │ ├── s_scoring_Picture4.png │ └── trx_flow.png │ ├── slides_edcs_credit_scoring.ipynb │ ├── slides_edcs_fraud_detection.ipynb │ ├── tutorial_edcs_credit_scoring.ipynb │ └── updated_tutorial_edcs_credit_scoring.ipynb ├── logo.png └── setup.py /.gitignore: -------------------------------------------------------------------------------- 1 | *.pyc 2 | *~ 3 | .idea 4 | doc/_build 5 | *.ipynb_checkpoints 6 | 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