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- W2295202330 abstract "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 sequence of random variables. To make predictions we use Bayesian inference, with the Laplace approximation, and with Markov chain Monte Carlo as an alternative. We find our model can outperform GARCH on simulated and financial data. And unlike GARCH, GCPV can easily handle missing data, incorporate covariates other than time, and model a rich class of covariance structures." @default.
- W2295202330 created "2016-06-24" @default.
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- W2295202330 date "2010-12-06" @default.
- W2295202330 modified "2023-09-29" @default.
- W2295202330 title "Copula Processes" @default.
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