Additive interaction modelling using I-priors
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.
Binary and multinomial probit regression using I-priors
An R package for I-prior regression
Multivariate Normal Hermite-Birkhoff Uniform Smoothing Splines in Julia
Discretized Wasserstein Particle Flows of a MMD-regularized f-divergence functional.
My PhD thesis: Regression modelling using priors depending on Fisher information covariance kernels (I-priors)
1-D Normal Splines in Julia
Finite-Sample Integral Gaussian Processes
A functional regression framework built on Bayesian inference and RKHS's.
A Bayesian functional regression framework built on RKHS's and reversible jump MCMC.
Empirical analysis of the Laplace and neural tangent kernel reproducing kernel Hilbert space (RKHS)
Multivariate Normal Hermite-Birkhoff Interpolating Splines in Julia
By-hand code for models and algorithms. An update to the 'Miscellaneous-R-Code' repo.
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