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The Turing Change Point Detection Benchmark: An Extensive Benchmark Evaluation of Change Point Detection Algorithms on real-world data

v3.0

2 years ago

This is an updated release of the Turing Change Point Benchmark, corresponding to v3 of the arXiv paper: https://arxiv.org/abs/2003.06222. The Turing Change Point Benchmark is a benchmark study of change point detection algorithms using real-world time series.

A high-level overview of the changes is as follows:

  • Expanded the grid search for some methods in the Oracle experiment
  • Changed from rank plots to critical-difference diagrams
  • Added additional analysis of annotator agreement
  • Various minor code changes and improvements

v2.0

3 years ago

This is an update release of the Turing Change Point Benchmark, corresponding to v2 of the arXiv paper: https://arxiv.org/abs/2003.06222. The Turing Change Point Benchmark is a benchmark study of change point detection algorithms using real-world time series.

This update release makes the following changes:

  • Added the "zero" baseline method
  • Added a script to compute summary statistics
  • Added rank plots for multivariate datasets
  • Corrected an error in the computation of the F1 score and updated the results. This correction had no major effect on the conclusions of the paper.

v1.0.1

4 years ago

This is the first official release of the Turing Change Point Benchmark, a benchmark study of change point detection algorithms using real-world time series. For more information, see: https://arxiv.org/abs/2003.06222

This version adds an explicit license file, which was accidentally omitted in v1.0.0.

v1.0.0

4 years ago

This is the first official release of the Turing Change Point Benchmark, a benchmark study of change point detection algorithms using real-world time series. For more information, see: https://arxiv.org/abs/2003.06222