Publication in Lecture Notes in Computer Science
reliably judge generated data with her bare eye—for humans, it is easy to decide whether an image or a paragraph of text is realistic. However, generative models for time series data from natural or social [...] for quantifying the disagreement between the sample distribution of each generated data set and the ground truth data. While MMD relies on the distance between mean-vectors in an implicit high-dimensional [...] practical quality measures. In this work, measures for the evaluation of generative models for time series data are studied—in total, over 1000 models are trained and analyzed. The well-established maximum mean …