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6 | 6 | <meta http-equiv="X-UA-Compatible" content="IE=edge" /> |
7 | 7 | <title>Chapter 6 Building and using models | NimbleUserManual.knit</title> |
8 | 8 | <meta name="description" content="This is the NIMBLE User Manual." /> |
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11 | 11 | <meta property="og:title" content="Chapter 6 Building and using models | NimbleUserManual.knit" /> |
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159 | 159 | <ul class="summary"> |
160 | 160 | <img src="./nimble-icon.png" |
161 | 161 | width=100> |
162 | | -<li><a href="./cha-welcome-nimble.html">NIMBLE User Manual, Version 1.0.1</a></li> |
| 162 | +<li><a href="./cha-welcome-nimble.html">NIMBLE User Manual, Version 1.1.0</a></li> |
163 | 163 | <li><a href="https://github.com/nimble-dev/nimble">NIMBLE Development Team</a></li> |
164 | 164 | <li><a href="https://R-nimble.org">https://R-nimble.org</a></li> |
165 | 165 |
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275 | 275 | <ul> |
276 | 276 | <li class="chapter" data-level="7.11.1" data-path="cha-mcmc.html"><a href="cha-mcmc.html#conjugate-gibbs-samplers"><i class="fa fa-check"></i><b>7.11.1</b> Conjugate (‘Gibbs’) samplers</a></li> |
277 | 277 | <li class="chapter" data-level="7.11.2" data-path="cha-mcmc.html"><a href="cha-mcmc.html#subsec:HMC"><i class="fa fa-check"></i><b>7.11.2</b> Hamiltonian Monte Carlo (HMC)</a></li> |
278 | | -<li class="chapter" data-level="7.11.3" data-path="cha-mcmc.html"><a href="cha-mcmc.html#customized-log-likelihood-evaluations-rw_llfunction-sampler"><i class="fa fa-check"></i><b>7.11.3</b> Customized log-likelihood evaluations: <em>RW_llFunction sampler</em></a></li> |
279 | | -<li class="chapter" data-level="7.11.4" data-path="cha-mcmc.html"><a href="cha-mcmc.html#particle-mcmc-sampler"><i class="fa fa-check"></i><b>7.11.4</b> Particle MCMC sampler</a></li> |
| 278 | +<li class="chapter" data-level="7.11.3" data-path="cha-mcmc.html"><a href="cha-mcmc.html#particle-filter-samplers"><i class="fa fa-check"></i><b>7.11.3</b> Particle filter samplers</a></li> |
| 279 | +<li class="chapter" data-level="7.11.4" data-path="cha-mcmc.html"><a href="cha-mcmc.html#customized-log-likelihood-evaluations-rw_llfunction-sampler"><i class="fa fa-check"></i><b>7.11.4</b> Customized log-likelihood evaluations: <em>RW_llFunction sampler</em></a></li> |
280 | 280 | </ul></li> |
281 | 281 | <li class="chapter" data-level="7.12" data-path="cha-mcmc.html"><a href="cha-mcmc.html#sec:mcmc-example-litters"><i class="fa fa-check"></i><b>7.12</b> Detailed MCMC example: <em>litters</em></a></li> |
282 | 282 | <li class="chapter" data-level="7.13" data-path="cha-mcmc.html"><a href="cha-mcmc.html#mcmc-suite-compare-mcmcs"><i class="fa fa-check"></i><b>7.13</b> Comparing different MCMCs with <em>MCMCsuite</em> and <em>compareMCMCs</em></a></li> |
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348 | 348 | <li class="chapter" data-level="11.2.6" data-path="cha-RCfunctions.html"><a href="cha-RCfunctions.html#sec:print"><i class="fa fa-check"></i><b>11.2.6</b> <em>print</em> and <em>cat</em></a></li> |
349 | 349 | <li class="chapter" data-level="11.2.7" data-path="cha-RCfunctions.html"><a href="cha-RCfunctions.html#sec:check-user-interr"><i class="fa fa-check"></i><b>11.2.7</b> Checking for user interrupts: <em>checkInterrupt</em></a></li> |
350 | 350 | <li class="chapter" data-level="11.2.8" data-path="cha-RCfunctions.html"><a href="cha-RCfunctions.html#optimization-optim-and-nimoptim"><i class="fa fa-check"></i><b>11.2.8</b> Optimization: <em>optim</em> and <em>nimOptim</em></a></li> |
351 | | -<li class="chapter" data-level="11.2.9" data-path="cha-RCfunctions.html"><a href="cha-RCfunctions.html#sec:altern-keyw-some"><i class="fa fa-check"></i><b>11.2.9</b> ‘nim’ synonyms for some functions</a></li> |
| 351 | +<li class="chapter" data-level="11.2.9" data-path="cha-RCfunctions.html"><a href="cha-RCfunctions.html#integration-integrate-and-nimintegrate"><i class="fa fa-check"></i><b>11.2.9</b> Integration: <em>integrate</em> and <em>nimIntegrate</em></a></li> |
| 352 | +<li class="chapter" data-level="11.2.10" data-path="cha-RCfunctions.html"><a href="cha-RCfunctions.html#sec:altern-keyw-some"><i class="fa fa-check"></i><b>11.2.10</b> ‘nim’ synonyms for some functions</a></li> |
352 | 353 | </ul></li> |
353 | 354 | <li class="chapter" data-level="11.3" data-path="cha-RCfunctions.html"><a href="cha-RCfunctions.html#sec:how-nimble-handles"><i class="fa fa-check"></i><b>11.3</b> How NIMBLE handles types of variables</a> |
354 | 355 | <ul> |
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445 | 446 | <li class="chapter" data-level="16.1.1" data-path="cha-AD.html"><a href="cha-AD.html#finish-setting-up-the-glmm-example"><i class="fa fa-check"></i><b>16.1.1</b> Finish setting up the GLMM example</a></li> |
446 | 447 | </ul></li> |
447 | 448 | <li class="chapter" data-level="16.2" data-path="cha-AD.html"><a href="cha-AD.html#how-to-use-laplace-approximation"><i class="fa fa-check"></i><b>16.2</b> How to use Laplace approximation</a></li> |
448 | | -<li class="chapter" data-level="16.3" data-path="cha-AD.html"><a href="cha-AD.html#how-to-support-derivatives-in-user-defined-functions-and-distributions"><i class="fa fa-check"></i><b>16.3</b> How to support derivatives in user-defined functions and distributions</a></li> |
| 449 | +<li class="chapter" data-level="16.3" data-path="cha-AD.html"><a href="cha-AD.html#sec:AD-user-def"><i class="fa fa-check"></i><b>16.3</b> How to support derivatives in user-defined functions and distributions</a></li> |
449 | 450 | <li class="chapter" data-level="16.4" data-path="cha-AD.html"><a href="cha-AD.html#what-operations-are-and-arent-supported-for-ad"><i class="fa fa-check"></i><b>16.4</b> What operations are and aren’t supported for AD</a></li> |
450 | 451 | <li class="chapter" data-level="16.5" data-path="cha-AD.html"><a href="cha-AD.html#basics-of-obtaining-derivatives-in-nimblefunctions"><i class="fa fa-check"></i><b>16.5</b> Basics of obtaining derivatives in <code>nimbleFunctions</code></a> |
451 | 452 | <ul> |
452 | 453 | <li class="chapter" data-level="16.5.1" data-path="cha-AD.html"><a href="cha-AD.html#checking-derivatives-with-uncompiled-execution"><i class="fa fa-check"></i><b>16.5.1</b> Checking derivatives with uncompiled execution</a></li> |
453 | 454 | <li class="chapter" data-level="16.5.2" data-path="cha-AD.html"><a href="cha-AD.html#holding-some-local-variables-out-of-derivative-tracking"><i class="fa fa-check"></i><b>16.5.2</b> Holding some local variables out of derivative tracking</a></li> |
454 | | -<li class="chapter" data-level="16.5.3" data-path="cha-AD.html"><a href="cha-AD.html#using-ad-with-multiple-nimblefunctions"><i class="fa fa-check"></i><b>16.5.3</b> Using AD with multiple nimbleFunctions</a></li> |
| 455 | +<li class="chapter" data-level="16.5.3" data-path="cha-AD.html"><a href="cha-AD.html#sec:AD-multiple-NF"><i class="fa fa-check"></i><b>16.5.3</b> Using AD with multiple nimbleFunctions</a></li> |
455 | 456 | <li class="chapter" data-level="16.5.4" data-path="cha-AD.html"><a href="cha-AD.html#understanding-more-about-how-ad-works-taping-of-operations"><i class="fa fa-check"></i><b>16.5.4</b> Understanding more about how AD works: <em>taping</em> of operations</a></li> |
456 | 457 | <li class="chapter" data-level="16.5.5" data-path="cha-AD.html"><a href="cha-AD.html#resetting-a-nimderivs-call"><i class="fa fa-check"></i><b>16.5.5</b> Resetting a <code>nimDerivs</code> call</a></li> |
457 | 458 | <li class="chapter" data-level="16.5.6" data-path="cha-AD.html"><a href="cha-AD.html#a-note-on-performance-benchmarking"><i class="fa fa-check"></i><b>16.5.6</b> A note on performance benchmarking</a></li> |
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