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r-fpop

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A dynamic programming algorithm for the fast segmentation of univariate signals into piecewise constant profiles. The 'fpop' package is a wrapper to a C++ implementation of the fpop (Functional Pruning Optimal Partioning) algorithm described in Maidstone et al. 2017 <doi:10.1007/s11222-016-9636-3>. The problem of detecting changepoints in an univariate sequence is formulated in terms of minimising the mean squared error over segmentations. The fpop algorithm exactly minimizes the mean squared error for a penalty linear in the number of changepoints.

Installation

To install this package, run one of the following:

Conda
$conda install r_test::r-fpop

Usage Tracking

2019.08.26
1 / 8 versions selected
Total downloads: 0

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Summary

A dynamic programming algorithm for the fast segmentation of univariate signals into piecewise constant profiles. The 'fpop' package is a wrapper to a C++ implementation of the fpop (Functional Pruning Optimal Partioning) algorithm described in Maidstone et al. 2017 <doi:10.1007/s11222-016-9636-3>. The problem of detecting changepoints in an univariate sequence is formulated in terms of minimising the mean squared error over segmentations. The fpop algorithm exactly minimizes the mean squared error for a penalty linear in the number of changepoints.

Information Last Updated

Apr 22, 2025 at 15:32

License

LGPL-2.1

Total Downloads

4

Platforms

Linux 64 Version: 2019.08.26
macOS 64 Version: 2019.08.26
Win 64 Version: 2019.08.26