Wilson, Andrew Gordon; Ghahramani, Zoubin - arXiv.org - 2010
We define a copula process which describes the dependencies between arbitrarily many random variables independently of their marginal distributions. As an example, we develop a stochastic volatility model, Gaussian Copula Process Volatility (GCPV), to predict the latent standard deviations of a...