ClaSP - Time Series Segmentation
Project description
ClaSP - Time Series Segmentation
Installation
You can also install the project from source.
Build from Source
First, download the repository.
git clone https://github.com/patrickzib/clasp_segmentation.git
Change into the directory and build the package from source.
pip install .
Example Code
from clasp.annotation.clasp import ClaSPSegmentation, find_dominant_window_sizes
X = ... # load dataset
dominant_period_size = find_dominant_window_sizes(X) * 2
clasp = ClaSPSegmentation(dominant_period_size, n_cps=1)
found_cps = clasp.fit_predict(X)
profiles = clasp.profiles
scores = clasp.scores
See also the notebooks-folder for a Jupyter-Notebook
Citing
If you use this algorithm or publication, please cite:
@inproceedings{clasp2021,
title={ClaSP - Time Series Segmentation},
author={Sch"afer, Patrick and Ermshaus, Arik and Leser, Ulf},
booktitle={CIKM},
year={2021}
}
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clasp-segmentation-0.1.1.tar.gz
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