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Modeling nonstationary spatial processes with normalizing flows

stat.ME · 2025-09-16 · unverdicted · novelty 7.0

Neural autoregressive flows enable flexible high-dimensional spatial warpings for nonstationary anisotropic processes, with simulations showing greater representational capacity than standard models and an application to 3D Argo Floats data.

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  • Modeling nonstationary spatial processes with normalizing flows stat.ME · 2025-09-16 · unverdicted · none · ref 33

    Neural autoregressive flows enable flexible high-dimensional spatial warpings for nonstationary anisotropic processes, with simulations showing greater representational capacity than standard models and an application to 3D Argo Floats data.