Probability, Calibration, Machine Learning, Data Science, Model Tuning.
scenarios where the relationship between input and output variables is monotonic but not necessarily linear. In isotonic regression, the goal is to identify a piecewise-constant, non-decreasing function that effectively fits the data. By dividing the input space into intervals and assigning a