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By-hand code for models and algorithms. An update to the 'Miscellaneous-R-Code' repo.
Multivariate Normal Hermite-Birkhoff Interpolating Splines in Julia
Empirical analysis of the Laplace and neural tangent kernel reproducing kernel Hilbert space (RKHS)
A Bayesian functional regression framework built on RKHS's and reversible jump MCMC.
1-D Normal Splines in Julia
My PhD thesis: Regression modelling using priors depending on Fisher information covariance kernels (I-priors)
Multivariate Normal Hermite-Birkhoff Uniform Smoothing Splines in Julia
Discretized Wasserstein Particle Flows of a MMD-regularized f-divergence functional.
Structure-Preserving Nonlinear Sufficient Dimension Reduction
Code repository for the UAI 2020 paper "Active learning of conditional mean embeddings via Bayesian optimisation" by S. R. Chowdhury, R. Oliveira and F. Ramos.
Graphical Models for Random Distributions of Functional Data with Application to fMRI
Additive interaction modelling using I-priors