Uncertain Shapelet Transform

UST is as extension of the ST algorithm that take into account the uncertaintity in data. Uncertainty is taken into account using error propagation in the well known euclidean distance

Test class: src/main/java/u_shapelet_transform/UShapeletTransformTest.java

Uncertain Euclidian Distance

UST Architecture

Uncertainty illustration

Find more info in this research report.

@misc{mbouopda2019classification,
title={Classification des S{é}ries Temporelles Incertaines par Transformation Shapelet},
author={Michael Mbouopda and Engelbert Mephu Nguifo},
year={2019},
eprint={1912.08919},
archivePrefix={arXiv},
primaryClass={cs.LG}
}