Utilizing Expert Features for Contrastive Learning of Time-Series Representations

Manuel T. Nonnenmacher, Lukas Oldenburg, Ingo Steinwart, David Reeb

Abstract: We present an approach that incorporates expert knowledge for time-series representation learning. Our method employs expert features to replace the commonly used data transformations in previous c...