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9 search results found

Conformal Prediction ⭐ 349

Lightweight, useful implementation of conformal prediction on real data.

Conformal classifiers, regressors and predictive systems

Conformal_classification ⭐ 159

Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true class with high probability (via conformal prediction).

Conformal Predictions From Scratch ⭐ 118

Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.

Conformalized Quantile Regression

Official code for: Conformal prediction interval for dynamic time-series (conference, ICML 21 Long Presentation) AND Conformal prediction for time-series (journal, IEEE TPAMI)

Conformal Time Series ⭐ 60

Conformal prediction for time-series applications.

Ensemble Conformalized Quantile Regression ⭐ 31

Valid and adaptive prediction intervals for probabilistic time series forecasting

Adaptive Conformal Prediction Intervals (ACPI) By Reweighting Nonconformity Score

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