Calibration and Uncertainty Quantification

In this module, we implemented the following prediction set constructors or model calibration methods, which can be combined with any PyHealth models.

• pyhealth.calib.calibration
  • DirichletCalibration
    • DirichletCalibration.calibrate()
    • DirichletCalibration.forward()
  • HistogramBinning
    • HistogramBinning.calibrate()
    • HistogramBinning.forward()
  • KCal
    • KCal.fit()
    • KCal.calibrate()
    • KCal.forward()
  • TemperatureScaling
    • TemperatureScaling.calibrate()
    • TemperatureScaling.forward()
• pyhealth.calib.predictionset
  • LABEL
    • LABEL.calibrate()
    • LABEL.forward()
  • SCRIB
    • SCRIB.calibrate()
    • SCRIB.forward()
  • FavMac
    • FavMac.calibrate()
    • FavMac.forward()