This repository contains the algorithm and experiments for the following paper:
Fast Algorithms for Segmented Regression
Jayadev Acharya, Ilias Diakonikolas, Jerry Li, Ludwig Schmidt
ICML 2016
The code is written in Julia (v0.5).
For examples of how to use the code, see the Jupyter notebooks
examples/histogram_example.ipynb
and examples/piecewise_linear_example.ipynb.
The notebooks examples/histogram_experiments.ipynb
and examples/piecewise_linaer_experiments.ipynb
contain some of the experiments in the paper.
A word of caution: these notebooks were written with an earlier version of Julia and might not work out of the box at the moment.
The example notebooks above have been migrated to Julia v0.5 however.
If you want to use the code from Python, the pyjulia package might be helpful.