PelatihA generative model is a model of the distribution of the data that can draw new samples from it. For market data the samples are paths (of returns, order-book states, curves) or windows of them, and the model is judged by whether the samples are useful for the purpose, not only by whether they look real.
Quantitative Finance · Glosarium