piecewise-regression (aka segmented regression) in Python

  • Pilgrim C
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Abstract

Piecewise regression (also known as segmented regression, broken-line regression, or break-point analysis) fits a linear regression model to data that includes one or more breakpoints where the gradient changes. The piecewise-regression Python package uses the approach described by Muggeo (Muggeo, 2003), where the breakpoint positions and the straight line models are simultaneously fit using an iterative method. This easy-to-use package includes an automatic comprehensive statistical analysis that gives confidence intervals for all model variables and hypothesis testing for the existence of breakpoints.

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Pilgrim, C. (2021). piecewise-regression (aka segmented regression) in Python. Journal of Open Source Software, 6(68), 3859. https://doi.org/10.21105/joss.03859

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