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Steffen Ventz's Projects

bfda icon bfda

Matlab toolbox for Bayesian functional data analysis

conformal_classification icon conformal_classification

Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true class with high probability (via conformal prediction).

ggmprojpred icon ggmprojpred

Bayesian graphical models estimated with projection predictive selection

gpbart icon gpbart

Implementation of GP-BART algorithm.

intro_to_bart icon intro_to_bart

A presentation introducing Bayesian Additive Regression Trees (BART)

ksd-bayes icon ksd-bayes

Experiment Code for "Robust Generalised Bayesian Inference for Intractable Likelihoods" (https://arxiv.org/abs/2104.07359)

ltt icon ltt

Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control

multipleplatformbayesiannetworks icon multipleplatformbayesiannetworks

Associated files for Shaddox, E., Peterson, C.B., Stingo, F.C., Hanania, N., Cruickshank-Quinn, C., Kechris, K., Bowler, R. and Vannucci, M. (2018) Bayesian Inference of Networks Across Multiple Sample Groups and Data Types. Biostatistics, invited revision.

sbfa icon sbfa

Integrative Analysis of Multi-omics and Imaging Data with Incorporation of Biological Information via Structural Bayesian Factor Analysis

vae_julia icon vae_julia

Julia implementation of Variational Auto Encoder (VAE) model

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