Projects

Scientific Software

Updated 9 months ago

pocoMC — Peer-reviewed • Rank 11.9 • Science 95%

pocoMC: A Python package for accelerated Bayesian inference in astronomy and cosmology - Published in JOSS (2022)

astronomy astrophysics bayesian-inference black-box-bayesian-inference cosmology cosmology-inference general-purpose inference machine-learning mcmc mcmc-sampler normalizing-flows probabilistic-data-analysis python sampling sampling-methods smc

Mathematics

Scientific Software · Peer-reviewed

Updated 9 months ago

BayesianTools • Rank 19.7 • Science 33%

General-Purpose MCMC and SMC Samplers and Tools for Bayesian Statistics

bayes cran ecological-models mcmc optimization smc systems-biology

Updated 9 months ago

https://github.com/bonstats/smc-for-bayes • Science 13%

A quick start guide to SMC for static Bayesian modelling

bayesian-inference smc

Updated 9 months ago

https://github.com/bonstats/smcdar • Science 23%

Data and code to accompany paper "Accelerating sequential Monte Carlo with surrogate likelihoods"

delayed-acceptance mcmc smc surrogate-models

ecosyste.ms

Data

Tools

Indexes

Applications

Experiments

Open Source Science

pocoMC — Peer-reviewed • Rank 11.9 • Science 95%

BayesianTools • Rank 19.7 • Science 33%

https://github.com/bonstats/smc-for-bayes • Science 13%

https://github.com/bonstats/smcdar • Science 23%