Prior Calibration for Predicted Probabilities in Imbalanced Classification
Table of Contents
The Calibration Problem
Understanding the Sampling Distortion
Mathematical Foundation via Bayes' Theorem
Establishing the Connection Between Distributions
Deriving the Calibration Equation
Evidence-Based Interpretation
Integration with Model Bias
Implementation Example
(1) Setup
(2) Creating Synthetic Data
(3) Performing Neg ...
Posted on Mon, 12 Oct 2026 16:26:52 +0000 by dechamp