A fully symmetric nonlinear biorthogonal decomposition theory for random fields

► Nonlinear biorthogonal decomposition of random fields.► Dimensionality reduction and representation of complex nonlinear phenomena.► Stochastic low-dimensional modelling of partial differential equations.► Field-dependent and field-independent representations of random spaces.