1.15. Isotonic regression

The class IsotonicRegression fits a non-decreasing function to data.It solves the following problem:

minimize

1.15. Isotonic regression - 图1

subject to

1.15. Isotonic regression - 图2

where each

1.15. Isotonic regression - 图3 is strictly positive and each1.15. Isotonic regression - 图4 is anarbitrary real number. It yields the vector which is composed of non-decreasingelements the closest in terms of mean squared error. In practice this listof elements forms a function that is piecewise linear.

../_images/sphx_glr_plot_isotonic_regression_0011.png