Higher-order equilibrium tracking lets online EM estimators inherit batch central limit theorems and risk constants under EM-compressibility conditions.
and Mahony, Robert and Sepulchre, Rodolphe , title =
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The Spatial Adapter equips frozen predictors with a spatially regularized orthonormal basis for residuals and derives a closed-form low-rank-plus-noise covariance for spatial prediction and kriging.
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Higher-Order Equilibrium Tracking for EM-Compressible Online Estimation
Higher-order equilibrium tracking lets online EM estimators inherit batch central limit theorems and risk constants under EM-compressibility conditions.
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Spatial Adapter: Structured Spatial Decomposition and Closed-Form Covariance for Frozen Predictors
The Spatial Adapter equips frozen predictors with a spatially regularized orthonormal basis for residuals and derives a closed-form low-rank-plus-noise covariance for spatial prediction and kriging.