Methods for generating synthetic data based on time dependent data with increased accuracy include decomposing a base dataset into a base dynamic component and at least one static component. Decomposing the base dataset includes applying a decomposition model to the base dataset. One or more embodiments generate a synthetic dynamic component based on the base dynamic component. One or more embodiments merge the synthetic dynamic component with the at least one static component to generate a synthetic dataset having at least some of the time dependent characteristics of the base dataset.