Explainable evaluation of generative adversarial networks for wearables data augmentation

Sara Narteni, Vanessa Orani, Enrico Ferrari, Damiano Verda, Enrico Cambiaso, Maurizio Mongelli

Abstract: Highlights•Innovative use of eXplainable Artificial Intelligence (XAI) to evaluate synthetic data.•Rule similarity as measure of knowledge discovery from synthetic data.•A flexible solution with respect to the data generation method and XAI model adopted.•Applications to wearable devices data.