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Rel 4.4.5 - Doc updates
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docs/src/references.md

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@@ -10,9 +10,7 @@ There is no shortage of additional good books on Bayesian statistics. A few of m
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3. [Bolstad: Understanding Computational Bayesian Statistics](http://www.wiley.com/WileyCDA/WileyTitle/productCd-0470046090.html)
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4.a [Gelman, Hill: Data Analysis Using Regression and Multilevel/Hierarchical Models](http://www.stat.columbia.edu/~gelman/arm/)
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4.b [Gelman, Hill, Vehtari: Rgression and other stories](https://www.cambridge.org/highereducation/books/regression-and-other-stories/DD20DD6C9057118581076E54E40C372C#overview)
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4. [Gelman, Hill: Data Analysis Using Regression and Multilevel/Hierarchical Models](http://www.stat.columbia.edu/~gelman/arm/)
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5. [Kruschke: Doing Bayesian Data Analysis](https://sites.google.com/site/doingbayesiandataanalysis/what-s-new-in-2nd-ed)
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9. [Betancourt: A Conceptual Introduction to Hamiltonian Monte Carlo](https://arxiv.org/abs/1701.02434)
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10. [Pearl, Mackenzie: The Book of Why](https://www.basicbooks.com/titles/judea-pearl/the-book-of-why/9780465097616/)
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10. [Pearl, Mackenzie: The Book of Why](https://www.basicbooks.com/titles/judea-pearl/the-book-of-why/9780465097616/)
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Special mention is appropriate for the new book:
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11. [Gelman, Hill, Vehtari: Rgression and other stories](https://www.cambridge.org/highereducation/books/regression-and-other-stories/DD20DD6C9057118581076E54E40C372C#overview)
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which in a sense is a major update to item 4. above.

docs/src/srgithub.md

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Currently visual options are StatsPlots/Plots based, e.g. in MCMCChains.jl and StatisticalRethinkingPlots.jl.
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5. The above 4 items could all be done by just using StanSample.jl or Turing.jl.
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The above 4 items could all be done by just using StanSample.jl or Turing.jl.
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**The book Statistical Rethinking has a different objective and studies how models compare, how models can help (or mislead) and why multilevel modeling might help in some cases.**
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6. For this, additional packages are available, explained and demonstrated, e.g. StructuralCausalModels.jl, ParetoSmoothedImportanceSampling.jl and quite a few more.
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For this, additional packages are available, explained and demonstrated, e.g. StructuralCausalModels.jl, ParetoSmoothedImportanceSampling.jl and quite a few more.
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## How to use StatisticalRethinking.jl
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