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Jun 15, 2024 - Jupyter Notebook
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calibrated-predictions
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Scoring rules like the Brier Score (Mean Squared Error, Quadratic Score) and Log Loss (Cross-Entropy, Negative Log-Likelihood, Logarithmic Score) can favor incorrect predictions. To address this limitation, the Probabilistic Brier Score (PBS) and Probabilistic Logarithmic Loss (PLL) have been introduced for probabilistic classifiers.
scoring-rules calibration uncertainty-quantification uncertainty-calibration calibrated-predictions log-loss probabilistic-evaluation calibrated-classification proper-scoring-rules strictly-proper-scoring-rules brier-score calibrated-evaluation
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Apr 2, 2026 - Jupyter Notebook
Consistency resampling of calibrated predictions.
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Apr 2, 2026 - Julia
A note on the Equal Error Rate metric
authentication biometrics convex-hull face-recognition minimax roc-curve speaker-recognition binary-classification imbalanced-data cost-sensitive fingerprint-recognition anti-spoofing equal-error-rate classification-metrics calibrated-predictions bayes-error bayes-optimal-classifier detection-error-tradeoff det-curve sion-theorem
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Jun 9, 2025 - Jupyter Notebook
DonorsChoose.org - Predict which projects would be approved for funding. (NLP)
nlp machine-learning random-forest text-classification eda xgboost hyperparameter-tuning datacleaning calibrated-predictions
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Jun 14, 2022 - Jupyter Notebook
The sinking of the RMS Titanic is one of the most infamous shipwrecks in history. On April 15, 1912, during her maiden voyage, the Titanic sank after colliding with an iceberg, killing 150.
python numpy os prediction pandas seaborn titanic-kaggle matplotlib outlier-detection titanic-survival-prediction linearsvc lgb passiveaggressiveclassifier extratreesclassifier mlpclassifier ridgeclassifier sgdclassifier calibrated-predictions
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Jul 2, 2024 - Jupyter Notebook
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