CLARE-GAN: GENERATION OF CLASS-SPECIFIC TIME SERIES

no code implementations • 1 Jan 2021 • Hiba Arnout, Johanna Bronner, Thomas Runkler

We prove that our model outperforms the state-of-the-art generative models and leads to a significant and consistent improvement in the quality of the generated time series while at the same time preserving the classes and the variation of the original dataset.

Time Series Time Series Analysis

Visual Evaluation of Generative Adversarial Networks for Time Series Data

no code implementations • 23 Dec 2019 • Hiba Arnout, Johannes Kehrer, Johanna Bronner, Thomas Runkler

This is particularly true when parts of the training data have been artificially generated to overcome common training problems such as lack of data or imbalanced dataset.

Time Series Time Series Analysis