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  3. compareMCMCs

compareMCMCs0.6.0 package

Compare MCMC Efficiency from 'nimble' and/or Other MCMC Engines

12 available

applyConversions

Apply a set of parameter conversions to MCMC output

builtin_MCMCs

MCMC plugins that come with the compareMCMCs package

combineMetrics

Combine all metrics from a list of MCMCresult objects.

compareMCMCs

Run a set of MCMCs for performance comparison

make_MCMC_comparison_pages

Create html output with comparisons of MCMC results

MCMCresult

R6 class to hold MCMC samples, timing results, and metrics

metrics

Built-in metrics for MCMCresult objects

modifyMetrics

Manipulate metrics in one or more MCMCresult object(s)

pageComponents

Register, unregister and access page components used by `make_MCMC_com...

registerMCMCengine

Register an MCMC function for use by compareMCMCs

registerMetrics

Register, unregister, or access registered MCMC metric functions for u...

renameMCMC

Rename an MCMC method throughout a list of MCMCresult objects

Download source packageRead PDF manual

Manages comparison of MCMC performance metrics from multiple MCMC algorithms. These may come from different MCMC configurations using the 'nimble' package or from other packages. Plug-ins for JAGS via 'rjags' and Stan via 'rstan' are provided. It is possible to write plug-ins for other packages. Performance metrics are held in an MCMCresult class along with samples and timing data. It is easy to apply new performance metrics. Reports are generated as html pages with figures comparing sets of runs. It is possible to configure the html pages, including providing new figure components.

  • Maintainer: Perry de Valpine
  • License: BSD_3_clause + file LICENSE | GPL (>= 2)
  • Last published: 2024-10-01

Useful links

  • https://github.com/nimble-dev/compareMCMCs/issues
  • https://github.com/nimble-dev/compareMCMCs