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laplace method

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gaussian process (3) expectation propagation (2) variational inference (2) infimal convolution (1) hamilton-jacobi equation (1) leave-one-out cross-validation (1) bayesian cross-validation (1) gaussian latent variable (1) inhomogeneous poisson process (1) point process inference (1)

Papers

Laplace Meets Moreau: Smooth Approximation to Infimal Convolutions Using Laplace's Method JMLR 2025 Efficient Bayesian Inference of Sigmoidal Gaussian Cox Processes JMLR 2018 Bayesian Leave-One-Out Cross-Validation Approximations for Gaussian Latent Variable Models JMLR 2016 Gaussian Processes for Machine Learning (GPML) Toolbox JMLR 2010