Utilizing Expert Features for Contrastive Learning of Time-Series Representations

Manuel Nonnenmacher, Lukas Oldenburg, Ingo Steinwart +1

We present an approach that incorporates expert knowledge for time-series representation learning. Our method employs expert features to replace the commonly used data transformati…