Anand Avati

Countdown Regression: Sharp and Calibrated Survival Predictions

Probabilistic survival predictions (i.e. personalized survival curves) from models trained with Maximum Likelihood Estimation (MLE) can have high, and sometimes unacceptably high variance. The field of meteorology, where the paradigm of maximizing sharpness subject to calibration is popular, has ad…