ADNimbleList

<code><a rd-options="" href="/link/nimbleList?package=nimble&version=0.7.1" data-mini-rdoc="nimble::nimbleList">nimbleList</a></code> definition for the type of <code><a rd-options="" href="/link/nimbleList?package=nimble&version=0.7.1" data-mini-rdoc="nimble::nimbleList">nimbleList</a></code> returned by <code><a rd-options="" href="/link/nimDerivs?package=nimble&version=0.7.1" data-mini-rdoc="nimble::nimDerivs">nimDerivs</a></code>.

datasets

A system for writing hierarchical statistical models largely compatible with 'BUGS' and 'JAGS', writing nimbleFunctions to operate models and do basic R-style math, and compiling both models and nimbleFunctions via custom-generated C++. 'NIMBLE' includes default methods for MCMC, particle filtering, Monte Carlo Expectation Maximization, and some other tools. The nimbleFunction system makes it easy to do things like implement new MCMC samplers from R, customize the assignment of samplers to different parts of a model from R, and compile the new samplers automatically via C++ alongside the samplers 'NIMBLE' provides. 'NIMBLE' extends the 'BUGS'/'JAGS' language by making it extensible: New distributions and functions can be added, including as calls to external compiled code. Although most people think of MCMC as the main goal of the 'BUGS'/'JAGS' language for writing models, one can use 'NIMBLE' for writing arbitrary other kinds of model-generic algorithms as well. A full User Manual is available at <https://r-nimble.org>.

Christopher Paciorek

nimble

MCMC, Particle Filtering, and Programmable Hierarchical Modeling

ADNimbleList function

An object of class <code>list</code> of length 1.

Format

<dl class="dl-horizontal">
<dt><code>value</code></dt><dd>The value of the function evaluated at the given input arguments.</dd></dl><dt><code>gradient</code></dt><dd>The gradient of the function evaluated at the given input arguments.</dd><dt><code>hessian</code></dt><dd>The Hessian of the function evaluated at the given input arguments.</dd><dt><code>thirdDerivs</code></dt><dd>Currently unused.</dd>

Fields

<code><a rd-options='' href='nimbleList'>nimbleList</a></code> definition for the type of <code><a rd-options='' href='nimbleList'>nimbleList</a></code> returned by <code><a rd-options='' href='nimDerivs'>nimDerivs</a></code>.

EXPERIMENTAL Data type for the return value of <code><a rd-options='' href='nimDerivs'>nimDerivs</a></code> — ADNimbleList

EXPERIMENTAL Data type for the return value of <code><a rd-options='' href='nimDerivs'>nimDerivs</a></code>

EXPERIMENTAL Data type for the return value of <code><a rd-options="" href="/link/nimDerivs?package=nimble&version=0.7.1" data-mini-rdoc="nimble::nimDerivs">nimDerivs</a></code>

ADNimbleList: EXPERIMENTAL Data type for the return value of `nimDerivs`

Description

Usage

Arguments

Format

Fields

See Also