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stationary kernel

8 papers

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gaussian process (5) covariance kernel (2) non-euclidean space (2) bayesian learning (2) symmetric space (1) gaussian mixture density (1) spectral mixture kernel (1) kernel methods (1) helmholtz decomposition (1) divergence identification (1)

Papers

Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces II: non-compact symmetric spaces JMLR 2024 Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces I: the compact case JMLR 2024 Gaussian processes at the Helm(holtz): A more fluid model for ocean currents ICML 2023 Efficient Approximate Inference for Stationary Kernel on Frequency Domain ICML 2022 Marginalising over Stationary Kernels with Bayesian Quadrature AISTATS 2022 Characterizing Deep Gaussian Processes via Nonlinear Recurrence Systems AAAI 2021 Fast Statistical Leverage Score Approximation in Kernel Ridge Regression AISTATS 2021 Classes of Kernels for Machine Learning: A Statistics Perspective JMLR 2001