Targeted active learning for probabilistic models

C Tosh, M Tec, W Tansey - arXiv preprint arXiv:2210.12122, 2022 - arxiv.org
A fundamental task in science is to design experiments that yield valuable insights about the
system under study. Mathematically, these insights can be represented as a utility or risk …

Computational methods for automatic Bayesian inference

MA Fisher - 2022 - theses.ncl.ac.uk
Bayesian inference provides a principled approach for combining prior knowledge with
mathematical models and observational data. Driven in part by the advent of modern …