We propose a new method to construct a stationary process and random field with a given convex, decreasing covariance function and any one-dimensional marginal distribution. The result is a new class of stationary processes and random fields. The construction method provides a simple, unified approach for a wide range of covariance functions and any one-dimensional marginal distributions, and it allows a new way to model dependence structures in a stationary process/random field as its dependence structure is induced by the correlation structure of a few disjoint sets in the support set of the marginal distribution.

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