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/