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ClipStream - multiple data streams clustering method

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PetoLau/ClipStream

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ClipStream

The ClipStream is interpretable multiple data streams clustering method for sensor data. It uses the FeaClip representation of time series streams that is implemented in my R package TSrepr.

This repository is for sharing the source code for the paper: "Interpretable multiple data streams clustering with clipped streams representation for the improvement of electricity consumption forecasting". Link to article.

Open data available for experiments: London smart meter dataset.

Citation:

  • Laurinec, P., Lucká, M. (2018) Interpretable multiple data streams clustering with clipped streams representation for the improvement of electricity consumption forecasting. Data Mining and Knowledge Discovery. doi: 10.1007/s10618-018-0598-2

You can read more about my research here: petolau.github.io/research/