data requirements
calibration set
Requires a calibration dataset for adjustment
4 techniques
| Goals | Models | Data Types | Description | |||
|---|---|---|---|---|---|---|
| Conformal Prediction | Algorithmic | Model Agnostic | Any | Conformal prediction provides mathematically guaranteed uncertainty quantification by creating prediction sets that... | ||
| Empirical Calibration | Algorithmic | Model Agnostic | Any | Empirical calibration adjusts a model's predicted probabilities to match observed frequencies. For example, if events... | ||
| Temperature Scaling | Algorithmic | Neural Network | Any | Temperature scaling adjusts a model's confidence by applying a single parameter (temperature) to its predictions. When a... | ||
| Calibration with Equality of Opportunity | Algorithmic | Model Agnostic | Any | A post-processing fairness technique that adjusts model predictions to achieve equal true positive rates across... |
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