tag:blogger.com,1999:blog-32402716278737888732024-03-18T03:41:55.829-04:00Doing Bayesian Data AnalysisJohn K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.comBlogger251125tag:blogger.com,1999:blog-3240271627873788873.post-29311948046397749652023-12-07T14:51:00.005-05:002023-12-07T14:52:42.337-05:00Bayesian survival analysis, using Weibull distribution and censored dataIn workshops years ago, I presented some basic <b>survival analysis</b>, using a <i>Weibull distribution</i> and <i>censored data</i>. I was recently asked about this topic, so I thought I'd post my old workshop slides here. Even without my narration, I hope the slides may be useful. Click on the slides to enlarge. (These slides are from 2017, slide numbers 780-811 from a slide deck of 950 slides! It was a long workshop...) <br /><p></p><div class="separator" style="clear: both; text-align: center;"></div><div class="separator" style="clear: both; text-align: center;"></div><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEguCD0ab2UFWGzKJW-KjQtOs5GIIJGEBJXoHnOb2m-EDKB1ph1qRf3-NWIlg3oIdUgu9JlYTTLqtgo4ctwBVk7BXTzT8DTv-Q8YV7LLA9oNArvyMWik2YhRc554Y7cTl4n52I6nnzwP0DxLlzzTi57WzFAiq473_1GYngt4kXmANGp1eurEoPsxynSX7Buw/s960/Slide780.PNG" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="720" data-original-width="960" height="240" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEguCD0ab2UFWGzKJW-KjQtOs5GIIJGEBJXoHnOb2m-EDKB1ph1qRf3-NWIlg3oIdUgu9JlYTTLqtgo4ctwBVk7BXTzT8DTv-Q8YV7LLA9oNArvyMWik2YhRc554Y7cTl4n52I6nnzwP0DxLlzzTi57WzFAiq473_1GYngt4kXmANGp1eurEoPsxynSX7Buw/s320/Slide780.PNG" width="320" /></a></div><br /><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjXHsVihXXYaCxL9XTmbaL7GTjND6c5gr6ioJRpOXSG0emYmZDGloJ6pibwfm9aOPUWiGlPjq1AAW7e_UNFbHXeJOjum1bGEs-YfR3LQJZ83XxxU3AK-YJ9_J2Ux5fRD6YYDNPo5oJQ4ZTmN__DhZHYuyK7c2fuiaiLhpcKWXFKRNJ9prfpB2Bn0ZsYZNUC/s960/Slide781.PNG" style="margin-left: 1em; 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Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-37614247410954439932023-11-26T11:22:00.001-05:002023-11-26T11:22:19.059-05:00From Stan forum: How to make decisions about results<p> Reposting from the <a href="https://discourse.mc-stan.org/t/help-in-reply-to-reviewer-regarding-ci/33416">Stan discussion site</a>...</p><p>The <a href="https://discourse.mc-stan.org/t/help-in-reply-to-reviewer-regarding-ci/33416">original post</a>:</p><div class="cooked"><p></p><blockquote><p>Hi Everyone,</p>
<p>A question on how to handle reviewers when reporting CI. We are
doing RL and in our papers when reporting results I always try to put a
figure with the whole posterior. We also tend to report in text the
median, 89%CI and probability of direction. We use 89% mainly as a way
to avoid 95% which tend to encourage “black and white” thinking (89% is
as arbitrary as any other value - but as McElreath said - its a prime
number - so it’s easier to remember). A reviewer noted that we should
change to 95% (see below). We worked really (really) hard on this piece
and I don’t want to see this rejected. On the other hand - I won’t be
able to look at myself if I just change to 95%. Obviously - no
conclusion is going to change - its more a matter of principle.</p>
<p>Can you help me put forward good arguments?</p>
<p>Best,<br />
Nitzan</p>
<p><strong>Reviewer:</strong><br />
<em>There is only one thing that I would suggest the authors change,
which is the use of 89% highest posterior density intervals. The authors
cite McElreath’s “Statistical Rethinking”, which essentially states
that 95% is arbitrary so we should be free to report any interval we see
fit, and 89% has various properties that make it a satisfactory value.
However, I would argue that the very fact that 95% is used
near-universally (albeit originally quite arbitrarily) makes it the best
value to use, as 1) it allows for easy comparison across studies, and
2) it is what people are used to and so facilitates straightforward and
intuitive judgements about effects. It is also quite easy to miss that
the CIs are 89% CIs and assume that they would be 95% CIs, and hence
believe that the effects are stronger than they are.</em></p></blockquote><p>My <a href="https://discourse.mc-stan.org/t/help-in-reply-to-reviewer-regarding-ci/33416/5">reply</a>:</p><p></p><blockquote><p>The <em>Bayesian Analysis Reporting Guidelines</em> (BARG) are intended to be helpful in cases like this. They’re published open-access here: <a href="https://www.nature.com/articles/s41562-021-01177-7" rel="noopener nofollow ugc">https://www.nature.com/articles/s41562-021-01177-7</a> (Disclosure: I wrote the article.)</p><div class="cooked">
<p>The <a href="https://www.nature.com/articles/s41562-021-01177-7" rel="noopener nofollow ugc">BARG</a> provide guidance for <strong>reporting decisions</strong> (among all other components of an analysis). First, do you really <em>need</em> to make decisions, or is the decision a ritual? If you do need to state decisions, then the BARG provide advice either using a <em>credible</em> interval (CI) or using posterior model probability.</p>
<ul><li>
<p>If using a CI, the <a href="https://www.nature.com/articles/s41562-021-01177-7" rel="noopener nofollow ugc">BARG</a>
are agnostic about what size of interval (or type of interval, HDI vs
ETI) to use. The BARG emphasize that CI limits computed from MCMC are
very wobbly because the limits are (typically) in low-density regions of
posterior distribution; therefore high effective-sample size (ESS) is
required. I think to more deeply justify the size of a decision interval
you’d have to go full-blown decision theory with specified costs and
benefits; for initial thoughts about doing that see the <a href="https://osf.io/fchdr" rel="noopener nofollow ugc"><em>Supplement</em></a> (to a <a href="https://journals.sagepub.com/doi/full/10.1177/2515245918771304" rel="noopener nofollow ugc">different open-access article</a>) available here: <a href="https://osf.io/fchdr" rel="noopener nofollow ugc">https://osf.io/fchdr</a>. Meanwhile, in practice, I’d say to go with whatever size of interval you think is most useful for your research <em>and your audience</em>;
after all, if they’re not convinced by a weaker decision criterion
(i.e., only 89% instead of 95%) then your research will have less
impact. I agree with <a href="https://discourse.mc-stan.org/u/zhez67373">zhez67373</a>
regarding one possible option to satisfy both: put the
audience-preferred criterion in the article and put your preferred
criterion is supplemental material.</p>
</li><li>
<p>If using a Bayesian hypothesis test via model comparison, the <a href="https://www.nature.com/articles/s41562-021-01177-7" rel="noopener nofollow ugc">BARG</a> recommend reporting posterior model probabilities (<em>not</em>
only Bayes factors, BFs) and basing a decision on the posterior model
probability exceeding a criterion. Notice you need to specify a decision
criterion for the posterior model probability; should it be 95%? 89%?
Something else? A key issue here is that the posterior model
probabilities depend on the assumed prior model probabilities.
Therefore, the BARG recommend reporting the posterior model
probabilities for a range of prior model probabilities, and, in
particular, <strong>reporting the minimum prior probability the model could have and still meet the decision threshold</strong>. This concept is illustrated by <a href="https://www.nature.com/articles/s41562-021-01177-7#Fig2" rel="noopener nofollow ugc">Figure 2</a>
in the BARG. (All of this assumes you have used appropriate prior
distributions on parameters within the models; see the separate section
in the BARG regarding prior sensitivity analysis.)</p>
</li></ul>
<p>There is lots more discussion in the <a href="https://www.nature.com/articles/s41562-021-01177-7" rel="noopener nofollow ugc">BARG</a>.</p>
<p>P.S. I gave a <a href="https://mc-stan.org/events/stancon2023/#invited-speakers" rel="noopener nofollow ugc">talk about this at StanCon 2023</a>.</p></div></blockquote><p></p><p>P.P.S. I was not the reviewer! <br /></p><p> </p><div class="cooked"><p></p></div><p><em></em></p></div><p></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-34180952520313632782023-08-30T10:44:00.000-04:002023-08-30T10:44:17.159-04:00New videos for Bayesian and frequentist side-by-side<p><span style="font-size: medium;">There are new videos for Bayesian and frequentist side-by-side. </span></p><p><span style="font-size: medium;"><a href="https://www.luke.fi/en/experts/eero-liski" target="_blank"><b>Eero Liski</b></a>, a statistician at the Natural Resources Institute Finland, has made tutorial videos that introduce Bayesian and frequentist data analysis, side-by-side. The first of the video series is available <a href="https://www.youtube.com/watch?v=G_354DxSThM&list=PLLiSq4pLlOEDtbKXx05hNVU1ortH4BTUD&index=2" target="_blank"><b>here</b></a>.<br /></span></p><p><span style="font-size: medium;"><a href="https://www.youtube.com/watch?v=G_354DxSThM&list=PLLiSq4pLlOEDtbKXx05hNVU1ortH4BTUD&index=2" target="_blank"><img alt="" height="233" src="data:image/png;base64,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" width="320" /></a> </span></p><p><span style="font-size: medium;">Thank you, Eero, for making these videos!</span></p><p><span style="font-size: medium;"> </span></p><p><span style="font-size: small;">The videos were composed entirely independently from me, but they feature the R Shiny App I created a few years ago. The written (no-video) tutorial for that Shiny App is <a href="https://jkkweb.sitehost.iu.edu/KruschkeFreqAndBayesAppTutorial.html" target="_blank">here</a>.</span></p><p><span style="font-size: medium;"><a href="https://jkkweb.sitehost.iu.edu/KruschkeFreqAndBayesAppTutorial.html" target="_blank"><img alt="" height="240" src="data:image/png;base64,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" width="320" /></a></span></p><p><span style="font-size: medium;"> </span></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-53657377625637943962023-04-28T09:51:00.000-04:002023-04-28T09:51:12.270-04:00StanCon 2023<p><span style="font-size: medium;">StanCon 2023 is happening June 20-23 (2023). </span></p><p><span style="font-size: medium;">Submit talks, tutorials, or sessions by April 30:</span></p><p><span style="font-size: medium;"></span></p>
<blockquote><p><span style="font-size: small;">We are interested in a broad range of topics ... including:</span></p>
<ul><li><span style="font-size: small;">Applications of Bayesian statistics using Stan in all domains</span></li><li><span style="font-size: small;">Software development to support or complement the Stan ecosystem</span></li><li><span style="font-size: small;">Methods for Bayesian modeling, relevant to a broad range of users</span></li><li><span style="font-size: small;">Theoretical insights on common Bayesian methods and models</span></li><li><span style="font-size: small;">Visualization techniques</span></li><li><span style="font-size: small;">Tools for teaching Bayesian modeling</span></li></ul>
</blockquote>
<p><span style="font-size: medium;">See details at the convention website: <a href="https://mc-stan.org/events/stancon2023/" target="_blank">https://mc-stan.org/events/stancon2023/</a></span></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-22640231573280126572023-04-26T17:12:00.001-04:002023-04-26T17:12:32.146-04:00Another update to DBDA2E programs<p><span style="font-size: medium;">A <a href="http://doingbayesiandataanalysis.blogspot.com/2023/04/dbda2e-programs-updated.html">recent post</a> pointed out three changes to DBDA2E programs; now there is one more. <span>You can get the updated versions by downloading the entire new zip file from the bottom of the software page at <a href="https://sites.google.com/site/doingbayesiandataanalysis/software-installation">https://sites.google.com/site/doingbayesiandataanalysis/software-installation</a> </span></span></p><p><span style="font-size: medium;"><span>The most recent change affects the <span style="font-family: courier;">openGraph()</span> function in the script, <span style="font-family: courier;">DBDA2E-utilities.R</span>. This <i>function for opening graphics windows</i> has been updated to work for recent versions of MacOS and Unix. However, I have not personally tested the new function on MacOS and Linux, instead relying on the kind suggestion of reader Joseph Skudlarek. Thank you, Joseph! </span></span></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-64111700374805175692023-04-10T12:07:00.004-04:002023-04-10T12:07:53.933-04:00DBDA2E Programs Updated<p><span style="font-size: medium;">Three R scripts within the set of DBDA2E programs have been updated to work properly with R4.0+. You can get the updated versions by downloading the entire new zip file from the bottom of the software page at <a href="https://sites.google.com/site/doingbayesiandataanalysis/software-installation">https://sites.google.com/site/doingbayesiandataanalysis/software-installation</a> </span></p><p>The three changes:</p><ul style="text-align: left;"><li>DBDA2E-utilities.R changed a line that used <span style="font-family: courier;">class()</span> into <span style="font-family: courier;">inherits()</span>.<br /></li><li>Jags-Ycount-Xnom2fac-MpoissonExp.R changed <span style="font-family: courier;">postContrast = ( mcmcMat[, ...</span> to <span style="font-family: courier;">postContrast = as.vector( mcmcMat[, ...</span></li><li>Jags-Yord-Xnom2grp-MnormalHet-Example.R has a frequentist t.test appended at the end, and needed an update to coerce a vector to a factor.<br /></li></ul><p><span style="font-family: inherit;">Thanks to Tom Busey for noticing and fixing the </span><span style="font-family: courier;">class()</span><span style="font-family: inherit;"> issue, thanks to </span><span style="font-family: inherit;"></span>Han Diesfeldt for pointing out a problem when running -MpoissonExp.R, and thanks to Artur Araujo for noticing and fixing the issue in -MnormalHet.</p><p>These three changes follow a raft of changes previously made to accommodate R4.1, as previously posted at <a href="http://doingbayesiandataanalysis.blogspot.com/2021/07/dbda2e-r-scripts-updated-for-r-41.html">http://doingbayesiandataanalysis.blogspot.com/2021/07/dbda2e-r-scripts-updated-for-r-41.html</a></p><p><br /></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-36540194050891109952022-12-26T09:08:00.001-05:002022-12-26T09:09:15.115-05:00ChatGPT and Bayesian poetry<p><span style="font-size: medium;"><a href="https://chat.openai.com/" target="_blank">ChatGPT</a> is fun to play with but is (for now at least) terrible at creating poems, including poems about Bayesian statistics. Here are my attempts to have ChatGPT produce poems like those that begin each chapter of DBDA2E. Or in any other style.<br /></span></p><span style="font-size: medium;">
</span><p><span style="font-size: medium;">My prompt: <b>Write a single poetic quatrain about Bayesian statistics. Use dactylic tetrameter and an AABB rhyme scheme.</b></span></p><span style="font-size: medium;">
</span><p><span style="font-size: medium;">ChatGPT's reply:</span></p><p style="margin-left: 40px; text-align: left;"><span style="font-size: medium;">Bayesian stats have come to stay<br />They help us make predictions, hooray!<br />From probabilities and data sets<br />They estimate and make forecasts<br /><br />They start with a prior belief<br />And update it with new relief<br />The posterior is then retrieved<br />A revised view, it's not deceived<br /></span></p><span style="font-size: medium;">
</span><p><span style="font-size: medium;">While this is cute and is on topic, it is not a single quatrain and it is not dactylic tetrameter. And it lucked out with AABB rhyme scheme, because that's all it does. Here I ask for an ABAB rhyme scheme:</span></p><span style="font-size: medium;">
</span><p><span style="font-size: medium;"><b>Write a single poetic quatrain about Bayesian statistics. Use dactylic tetrameter and be sure to use an ABAB rhyme scheme.</b></span></p><p><span style="font-size: medium;"> ChatGPT's reply:</span></p><p style="margin-left: 40px; text-align: left;"><span style="font-size: medium;">Bayesian stats are here to stay<br />In fields of science, they convey<br />A flexible method, one that adapts<br />To changing evidence, it reacts<br /><br />It deals with uncertainty and doubt<br />In a logical way, it sorts it out<br />It starts with a prior belief<br />And updates it with new relief</span></p><span style="font-size: medium;">
</span><p><span style="font-size: medium;">Sound familiar? It's essentially the same as before. </span></p><span style="font-size: medium;">
</span><p><span style="font-size: medium;">When I ask ChatGPT to "Write a poem about Bayesian statistics<i> in free verse style</i>" it again replied with pairs of rhyming couplets. <br /></span></p><span style="font-size: medium;">
</span><p><span style="font-size: medium;">I've found that ChatGPT's current concept of a poem is merely this: every stanza consists of <i>a pair of rhyming couplets (i.e., AABB rhyme scheme), usually but not always with four stressed syllables per line (i.e., tetrameter), and with varying metrical feet (i.e., could be iambic, trochaic, anapestic, dactylic, etc., at random). </i><br /></span></p><span style="font-size: medium;">
</span><p><span style="font-size: medium;">To turn the tables, I gave myself a prompt and allowed myself only a few minutes and a single try to respond. Prompt to self: <b>Write a single poetic quatrain about ChatGPT. Use dactylic tetrameter and be sure to use an ABAB rhyme scheme.</b><br /></span></p><p><span style="font-size: medium;">Self's reply:</span></p><p style="margin-left: 40px; text-align: left;"><span style="font-size: medium;">ChatGPT is a wonderous interface<br />giving us couplets that pique and amuse (sometimes).<br />I still prefer the delights of a human face<br />smiling at doggies that play and confuse (but rhyme).</span></p><p style="text-align: left;"><span style="font-size: medium;"><br /></span></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-45240649904734742092022-10-12T15:45:00.001-04:002022-10-12T15:45:41.004-04:00Bayesian analysis reporting guidelines now listed on The EQUATOR Network<div class="separator"><p><b>The Bayesian analysis reporting guidelines (BARG) are now listed on The EQUATOR Network.</b></p><p style="margin-left: 1em; margin-right: 1em;"></p><p style="margin-left: 1em; margin-right: 1em;"> <img alt="Equator network" src="https://www.equator-network.org/wp-content/themes/equator/images/equator_logo.png" /></p></div>"<i>The EQUATOR (Enhancing the QUAlity and Transparency Of health Research) Network</i> is an international initiative that seeks to improve the reliability and value of published health research literature by promoting transparent and accurate reporting and wider use of robust reporting guidelines. It is the first coordinated attempt to tackle the problems of inadequate reporting systematically and on a global scale; it advances the work done by individual groups over the last 15 years." (Quoted from <a href="https://www.equator-network.org/about-us/" target="_blank">this page</a>.)<br /><p>"<i>The [EQUATOR] Library</i> for health research reporting provides an up-to-date collection of guidelines and policy documents related to health research reporting. These are aimed mainly at authors of research articles, journal editors, peer reviewers and reporting guideline developers." (Quoted from <a href="https://www.equator-network.org/library/" target="_blank">this page</a>.)<br /><br />The <i>Bayesian analysis reporting guidelines (BARG)</i> are described in <b><a href="https://www.nature.com/articles/s41562-021-01177-7" target="_blank">an open-access article</a></b> at Nature Human Behaviour. The BARG provide a thorough set of points to consider when reporting Bayesian data analyses. The points are thoroughly explained, and <a href="https://www.nature.com/articles/s41562-021-01177-7/tables/1" target="_blank">a summary table</a> is provided.<br /><br />The BARG are listed at The EQUATOR Network <b><a href="https://www.equator-network.org/reporting-guidelines/bayesian-analysis-reporting-guidelines/" target="_blank">here</a></b>.<br /></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-35854855534530533392022-02-15T17:32:00.000-05:002022-02-15T17:32:03.419-05:00A novel trend model made possible by Bayesian software<p><b>One reason I love Bayesian software (such as JAGS, etc.) is for its ability to express novel models that aren't prepackaged in canned stats packages. In some recent research, I had the opportunity to create a novel trend model and estimate its parameters in JAGS.</b> </p><p>We had data as graphed in Fig. 1, and I had to think of a model to describe the trends </p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhjsDZMGc7QKV3Ke64Sy3fJLQMWbvq-tbk-qE1JQj4zotDpcJeF1twI_GRbdS3Zh4WsfVNw7Ph4c3_70_Z5zNe0G6FIUzo6qxwk_vUc7ZKnDhLHyGhUP2jubcNpra3VBESNOK0vXiNwv37FzHNS3vU_oi7IgZxF6FdZ37ltPvELVus9lbGHIO6rCEzepQ=s822" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="771" data-original-width="822" height="300" src="https://blogger.googleusercontent.com/img/a/AVvXsEhjsDZMGc7QKV3Ke64Sy3fJLQMWbvq-tbk-qE1JQj4zotDpcJeF1twI_GRbdS3Zh4WsfVNw7Ph4c3_70_Z5zNe0G6FIUzo6qxwk_vUc7ZKnDhLHyGhUP2jubcNpra3VBESNOK0vXiNwv37FzHNS3vU_oi7IgZxF6FdZ37ltPvELVus9lbGHIO6rCEzepQ=s320" width="320" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;">Fig.1. Data to be modeled.<br /></td></tr></tbody></table><p></p><p>The variable on the vertical axis is a rating of emotion (such as sadness, happiness, etc.) in short stories. The horizontal axis is the <i>retelling</i> of the story, such that 0 is the original story, 1 is a retelling of the original, 2 is a retelling of the 1st retelling, and 3 is a retelling of the 2nd retelling. Retellings tend to lose a lot of information but nevertheless retain some info too. Do they retain emotions? Each curve in the graph corresponds to a different original story. I thought the trends in the data looked like the different original stories were converging toward (or diverging from) a common spine, as in Fig. 2:</p><p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEggXxUKR-eRazMklFos4z9HvFGaG1H1hkOzp1yIddocT3dZHTYCCWoenoLm9ixGAFFvmR8GjN2kSbka2OoXfDTXkPUGtIZZASi96n2I3wkXP1NNKG3mmsz7Ucpj9Fak_Etvi_nWDH_YODJQeVwaWKGOgOXo07SIyEdkhmqYMvk9Q84Ts_6gVD6OFWD9Zw=s824" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="771" data-original-width="824" height="299" src="https://blogger.googleusercontent.com/img/a/AVvXsEggXxUKR-eRazMklFos4z9HvFGaG1H1hkOzp1yIddocT3dZHTYCCWoenoLm9ixGAFFvmR8GjN2kSbka2OoXfDTXkPUGtIZZASi96n2I3wkXP1NNKG3mmsz7Ucpj9Fak_Etvi_nWDH_YODJQeVwaWKGOgOXo07SIyEdkhmqYMvk9Q84Ts_6gVD6OFWD9Zw=s320" width="320" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;">Fig. 2. Model predictions.<br /></td></tr></tbody></table></p><p>So, I invented a simple trend model to express that idea, and I programmed it in JAGS. Because the ratings were on an ordinal scale, I used an ordered-probit response distribution on a latent scale that followed an underlying linear spine with exponential convergence, as suggested in Fig. 3:</p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhToLOpt4CfGYyPgU4T74OJAAUwlZbXCUI2HlUpNZCsb7Bp1H339H1JRvajv06knLwi3VItQY4vbdWKLP_ElcKwiNlhOHgXBvkeT6dvaDGHKbVS70kmR7cyURxf8NUqvm6ufGmsdDY5hS8SjekvKW9rTnalVU8_tDTOMEr9OdufALZtIR3B_BmFdJtbVQ=s1344" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="900" data-original-width="1344" height="268" src="https://blogger.googleusercontent.com/img/a/AVvXsEhToLOpt4CfGYyPgU4T74OJAAUwlZbXCUI2HlUpNZCsb7Bp1H339H1JRvajv06knLwi3VItQY4vbdWKLP_ElcKwiNlhOHgXBvkeT6dvaDGHKbVS70kmR7cyURxf8NUqvm6ufGmsdDY5hS8SjekvKW9rTnalVU8_tDTOMEr9OdufALZtIR3B_BmFdJtbVQ=w400-h268" width="400" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;">Fig. 3. The model, with latent scale in left panel and rating scale in right panel.<br /></td></tr></tbody></table><p><b>You can read all the details of the model in the HTML document at <a href="https://osf.io/nbuxg/">https://osf.io/nbuxg/</a> (download the HTML document and then view it in a browser). The published article describing the research is titled <i>Serial reproduction of narratives preserves emotional appraisals</i> by Fritz Breithaupt, Binyan Li, and John K. Kruschke. It can be obtained from <a href="https://doi.org/10.1080/02699931.2022.2031906">https://doi.org/10.1080/02699931.2022.2031906</a> and the final pre-publication manuscript is at <a href="https://osf.io/hwvza/">https://osf.io/hwvza/</a>.<br /></b></p><p><br /></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-62888262961528027382022-02-11T08:54:00.001-05:002022-02-11T10:09:27.401-05:00Bayesian analysis reporting guidelines hit 10K downloads<p>The <a href="https://www.nature.com/articles/s41562-021-01177-7" target="_blank">Bayesian analysis reporting guidelines (BARG)</a> have now, in just under six months, had 10,000 downloads from the publisher's site:</p><p></p><p style="text-align: center;"><a href="https://www.nature.com/articles/s41562-021-01177-7" target="_blank"><img alt="" height="284" 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" width="400" /></a></p><p style="text-align: left;"><i>I hope that people actually find the BARG to be useful!</i> You can read more about the BARG at the <a href="https://socialsciences.nature.com/posts/clear-and-reproducible-bayesian-statistical-reports" target="_blank">short blog post</a> at Nature:</p><div class="separator" style="clear: both; text-align: center;"><a href="https://socialsciences.nature.com/posts/clear-and-reproducible-bayesian-statistical-reports" imageanchor="1" style="margin-left: 1em; margin-right: 1em;" target="_blank"><img border="0" data-original-height="1211" data-original-width="2048" height="236" src="https://blogger.googleusercontent.com/img/a/AVvXsEhVvKndsbs1Vb8KD_2Elr7LmuGvOQTC1GCS72mgXuKf3B7TgMdZH0Fc9VcKie_3qozAO-Lb5TIpVBlCGYJwn-Rb8xo4UYkiC0KIx-jFIuaADXu1V4dMWHoRG67a5XetEEarIRuuKeTN7YvL_DbGA5SmeDNYhqcyNUO_IM4PIpmqsvJ0CvFZ9tmGQ1J5ww=w400-h236" width="400" /></a></div><br /><p style="text-align: left;"><br /></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-55800816964330623332021-10-02T17:51:00.003-04:002021-10-03T12:02:55.404-04:00sisyphus.R<p><b><span style="font-family: courier;"></span></b></p><p><b><span style="font-family: courier;">life <- function( luck=10 , ... ) { <br /> if ( runif(1) > 1/(luck+1.001) ) { <br /> cat( "push stone uphill... " ) <br /> } else { <br /> cat( "\nstone rolls to bottom\n" ) <br /> } <br /> life( luck , ... ) <br />}<br /><br /></span></b></p><p><span style="font-family: inherit;"><b>Or maybe you prefer a life with less hard labor, and with more philosophy:</b></span></p><p><b><span style="font-family: courier;">life <- function( luck=10 , ... ) {<br /> if (runif(1)></span></b><b><span style="font-family: courier;"><b><span style="font-family: courier;">1/(luck+1.001)</span></b>){cat("?")}else{cat("\n")}<br /> life( luck , ... )<br />}<br /> </span></b></p><p><b><span style="font-family: courier;">life() <br /></span></b></p><p><span style="font-family: inherit;"><b>Either way, R replies with wisdom:</b></span></p><p><b><span style="font-family: courier;">Error: evaluation nested too deeply<br /></span></b></p><p><br /></p><p><b>Suitable for framing?</b></p><p><b></b></p><div class="separator" style="clear: both; text-align: center;"><b><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi_Pgq32R_y7pVxS65cxv8x75rb5ZpXTWDdp6fYnO1yfeHcbXluLCGAW3QVnn8WktQ0nVq-vgE_3sh_a33Fp5tI2Psh8lSAiMjUl5g-cswT4b_yOr8_JM7L-kQIF7NEhrtVBI1IZu5x6UX_/s1969/sisyphus.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="1064" data-original-width="1969" height="216" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi_Pgq32R_y7pVxS65cxv8x75rb5ZpXTWDdp6fYnO1yfeHcbXluLCGAW3QVnn8WktQ0nVq-vgE_3sh_a33Fp5tI2Psh8lSAiMjUl5g-cswT4b_yOr8_JM7L-kQIF7NEhrtVBI1IZu5x6UX_/w400-h216/sisyphus.png" width="400" /></a></b></div><b><br /> </b><br /><p></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-25882091687149370972021-08-16T12:16:00.004-04:002021-08-28T08:13:05.150-04:00Bayesian Analysis Reporting Guidelines<p><span style="font-size: medium;"></span></p><div class="separator" style="clear: both; text-align: center;"><span style="font-size: medium;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjTe_9HxKTl9hbOhT2RTsRVQyAuE9pCooG_EivUMvnRQBuai9Y4xw-cp5ltzby9OOOVB1I1ld3545bQDZ8TZhAw-GhUW71ejG8m_YeAwYp4qkzp6gJWuYRvQpLuiCxivuXVOWSjZL5LjLij/s2048/BARG-blog-banner-2.jpg" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="1211" data-original-width="2048" height="236" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjTe_9HxKTl9hbOhT2RTsRVQyAuE9pCooG_EivUMvnRQBuai9Y4xw-cp5ltzby9OOOVB1I1ld3545bQDZ8TZhAw-GhUW71ejG8m_YeAwYp4qkzp6gJWuYRvQpLuiCxivuXVOWSjZL5LjLij/w400-h236/BARG-blog-banner-2.jpg" width="400" /></a></span></div><p></p><p><span style="font-size: medium;">Just published (open access) in <i>Nature Human Behaviour:</i></span></p><p><span style="font-size: medium;"><b>Bayesian Analysis Reporting Guidelines</b></span></p><p><span style="font-size: medium;">Abstract: Previous surveys of the literature have shown that reports of
statistical analyses often lack important information, causing lack of
transparency and failure of reproducibility. Editors and authors agree
that guidelines for reporting should be encouraged. This Review presents
a set of Bayesian analysis reporting guidelines (BARG). The BARG
encompass the features of previous guidelines, while including many
additional details for contemporary Bayesian analyses, with
explanations. An extensive example of applying the BARG is presented.
The BARG should be useful to researchers, authors, reviewers, editors,
educators and students. Utilization, endorsement and promotion of the
BARG may improve the quality, transparency and reproducibility of
Bayesian analyses.</span></p><p><span style="font-size: medium;">The open access article is available at <a href="https://www.nature.com/articles/s41562-021-01177-7">https://www.nature.com/articles/s41562-021-01177-7</a></span></p><p><span style="font-size: medium;">The Supplementary Information is available at <a href="https://osf.io/w7cph/">https://osf.io/w7cph/</a></span></p><p><span style="font-size: x-small;">Citation: </span><span style="font-size: x-small;">Kruschke, J.K. Bayesian Analysis Reporting Guidelines.
<i>Nat Hum Behav</i> (2021). <a href="https://doi.org/10.1038/s41562-021-01177-7">https://doi.org/10.1038/s41562-021-01177-7</a></span></p><p><span style="font-size: medium;">(In the original version of the manuscript, I made a few puns involving BARG and BORG. The final published version retained only one allusion to <a href="https://en.wikipedia.org/wiki/Borg" target="_blank">the BORG</a>: "The BARG have assimilated many previous checklists...")</span></p><p><span style="font-size: medium;"><b>Update: See also the <a href="https://socialsciences.nature.com/posts/clear-and-reproducible-bayesian-statistical-reports" target="_blank">blog post at Nature</a>. </b><br /></span></p><br /><span style="font-size: medium;"><br /></span><p></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-17145349359333807652021-07-23T10:01:00.000-04:002021-07-23T10:01:11.882-04:00DBDA2E R Scripts Updated for R 4.1<p><span style="font-size: medium;">The R scripts that accompany DBDA2E have been updated so they work with R 4.1. Please go to the book's software page at <br /><a href="https://sites.google.com/site/doingbayesiandataanalysis/software-installation">https://sites.google.com/site/doingbayesiandataanalysis/software-installation</a><br />and scroll down to the bottom of that page to find the link to the zip file for the updated scripts. </span></p><p><span style="font-size: medium;">I changed some scripts that use the R function read.csv() and relied on the old default of casting string vectors as factors. The default was changed in R 4.0, and the global option stringsAsFactors=TRUE no longer works for read.csv() in R 4.1. <br /></span></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-49496029851079251522021-04-16T10:07:00.000-04:002021-04-16T10:07:43.006-04:00Benchmark Bayes factors for uncertain prior model probability<div class="separator"><p>I've posted a new manuscript titled "<i>Uncertainty of prior and posterior model probability: Implications for interpreting Bayes factors</i>." Here's a summary and examples to stimulate your interest.<br /><br /><b>Summary:</b> </p></div><p>In most applications of Bayesian model comparison or Bayesian hypothesis testing, the results are reported in terms of the Bayes factor only, not in terms of the posterior probabilities of the models. Posterior model probabilities are not reported because researchers are reluctant to declare prior model probabilities, which in turn stems from uncertainty in the prior. Fortunately, Bayesian formalisms are designed to embrace prior uncertainty, not ignore it. This article provides<br /></p><ul style="text-align: left;"><li>novel formal derivations expressing the prior and posterior distribution of model probability</li><li>a candidate decision rule that incorporates posterior uncertainty</li><li>numerous illustrative examples</li><li>benchmark BF’s using the uncertainty-based decision rule including benchmarks for a conventional uniform prior</li><li>computational tools in R that are freely available at <a href="https://osf.io/36527/">https://osf.io/36527/</a></li></ul><p style="text-align: left;">I hope that this article provides both a conceptual framework and useful tools for better interpreting Bayes factors in all their many applications.<br /><br /><b>Examples:</b><br /><br />Suppose you're doing a model comparison or hypothesis test, and you have a well-constructed Bayes factor of, say, BF=5. What do you conclude about the models or hypotheses? Your conclusion will depend on the posterior probabilities of the models, which in turn depend on the prior probabilities of the models. And what are the prior probabilities of the models? You're probably uncertain about the prior probabilities. Instead of pretending to have some specific point value for the prior model probabilities (as is usually done if it's done at all), we can represent the uncertainty as a distribution. The distribution of prior model probability becomes a distribution of posterior model probability, and we consider the entire distribution to decide about the models.</p><p style="text-align: left;"></p><p style="text-align: left;"><i>Notation:</i> M1 is model 1, M2 is model 2. p(M1) is the prior probability of M1. BF is the Bayes factor for M1 relative to M2.<br /></p><p style="text-align: left;">Figure 1, below, shows an example with a high-certainty (a.k.a., narrow, high-concentration) prior distribution at p(M1)=0.5. <i>This prior distribution (see Panel A of Figure 1) represents a belief that the prior odds, p(M1)/p(M2), are almost certainly 50/50</i>. When people assume any prior odds at all, this is the usual conventional for representing neutrality. Panel B shows the posterior distribution for BF=5 in favor of M1. Notice the probability of M1 has increased. Panel C shows the posterior distribution for BF=11.3, which is sufficient for the 95% HDI of the posterior distribution to exceed a decision criterion indicated by the vertical dashed line.</p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><img alt="Figure 1. Highly concentrated prior." height="640" 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" style="margin-left: auto; margin-right: auto;" width="457" /></td></tr><tr><td class="tr-caption" style="text-align: center;">Figure 1. A: High-certainty prior on p(M1). B: Posterior when BF=5. Posterior when BF=11.3.<br /></td></tr></tbody></table><p style="text-align: center;"> </p><p style="text-align: left;">Figure 2, by contrast, shows an example with a very <b>un</b>certain (a.k.a., broad, low-concentration) prior distribution. <i>This prior distribution (see Panel A of Figure 2) represents a much more typical state of prior knowledge, or at least is a much better representation of neutrality between models.</i> Panel B shows the posterior distribution for BF=5. Notice it is very spread out. Panel C shows the posterior distribution for BF=38.9, which is sufficient for the 95% HDI of the posterior distribution to exceed a decision criterion (again indicated by the vertical dashed line). This BF might be treated as a benchmark when assuming a more realistic "neutral" prior for the model probabilities.<br /></p><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><img alt="Figure 2. Uniform prior." height="640" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="457" /></td></tr><tr><td class="tr-caption" style="text-align: center;">Figure 2. A: Broad, uncertain prior on p(M1). B: Posterior when BF=5. C: Posterior when BF=38.9.<br /></td></tr></tbody></table><p style="text-align: center;"></p><p style="text-align: left;">All the details are in the manuscript at <a href="https://osf.io/36527/">https://osf.io/36527/</a>. Please send me an email if you have comments!<br /></p><p style="text-align: center;"></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.comtag:blogger.com,1999:blog-3240271627873788873.post-53153871546242373922020-10-25T08:25:00.000-04:002020-10-25T08:25:55.685-04:00DBDA2E in brms and tidyverse<p><span style="font-size: large;"><br /></span></p><div class="separator" style="clear: both; text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgyNR7yAunw8JwHdZOGTsa3Y5yd7PM7A3UrYn1yrpJkju8l6N2hCtZwXblM2AGdn0onGrP1heuJAD_0tHVFYw-bdenNV1USsQHmtsL3vFOS5wJ3z3xEeX_u1Kuaz5wvw8WjdSOYWl8H6rpq/s832/DBDA2EinStan.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><span style="font-size: large;"><img border="0" data-original-height="210" data-original-width="832" height="101" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgyNR7yAunw8JwHdZOGTsa3Y5yd7PM7A3UrYn1yrpJkju8l6N2hCtZwXblM2AGdn0onGrP1heuJAD_0tHVFYw-bdenNV1USsQHmtsL3vFOS5wJ3z3xEeX_u1Kuaz5wvw8WjdSOYWl8H6rpq/w400-h101/DBDA2EinStan.png" width="400" /></span></a></div><p><span style="font-size: large;"><a href="https://solomonkurz.netlify.app/" target="_blank">Solomon Kurz</a> has been re-doing all the examples of DBDA2E with the <a href="https://CRAN.R-project.org/package=brms" target="_blank"><span style="font-family: courier;">brms</span></a> package for ease of specifying models (in Stan) and with the <span style="font-family: courier;"><a href="https://CRAN.R-project.org/package=tidyverse" target="_blank">tidyverse</a></span><span style="font-family: inherit;"> suite of packages for data manipulation and graphics</span>. His extensive re-write of DBDA2E can be found <a href="https://bookdown.org/content/3686/" target="_blank"><b>here</b></a>. It's definitely worth a look!</span></p><p><span style="font-size: large;">He has extensive re-writes of other books, too.</span></p><p><span style="font-size: large;">I've been meaning to make a post about this for ages, and have finally gotten around to it. <i>Big thanks to Solomon Kurz!</i></span></p>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-69733607415837327452020-09-28T12:16:00.001-04:002021-07-23T10:04:56.986-04:00Fixing a new problem in some DBDA2E scripts caused by a change in R 4.0.0<p><b>UPDATE: Scripts are now changed to work with R 4.1; see <a href="https://doingbayesiandataanalysis.blogspot.com/2021/07/dbda2e-r-scripts-updated-for-r-41.html">this blog post</a>. </b></p><p>The scripts that accompany DBDA2E have worked fine, "out of the box," for years. But recently some scripts have had problems. Why? <i>R has changed.</i> With R 4.0.0, various functions such as <span style="font-family: courier;"><b>read.csv()</b></span> no longer automatically convert strings to factors. Some DBDA2E scripts assumed the results of those functions contained factors, but if you're now using R 4.0.0 (or more recent) those scripts will balk. </p><p>So, what to do? Here's a temporary fix. When you open your R session, type in this global option:</p><div class="gmail_default" style="background-color: white; color: #222222; font-family: tahoma, sans-serif;"><b style="font-family: monospace;">options(stringsAsFactors = TRUE)</b></div><p><span face="Arial, Helvetica, sans-serif" style="background-color: white; color: #222222; font-size: small;">Unfortunately this option will eventually be deprecated. I'll have to modify every affected script and post updated versions. This will happen someday. I hope.<br /></span></p><p><span face="Arial, Helvetica, sans-serif" style="background-color: white; color: #222222; font-size: small;">Why did R change? You can read about it here: </span></p><p><a data-saferedirecturl="https://www.google.com/url?q=https://developer.r-project.org/Blog/public/2020/02/16/stringsasfactors/index.html&source=gmail&ust=1601394938560000&usg=AFQjCNGOfPm0hK_nq_biq9WI6anolQn8JA" href="https://developer.r-project.org/Blog/public/2020/02/16/stringsasfactors/index.html" style="color: #1155cc; font-family: tahoma, sans-serif; font-size: small;" target="_blank">https://developer.r-project.<wbr></wbr>org/Blog/public/2020/02/16/<wbr></wbr>stringsasfactors/index.html</a></p><div style="background-color: white; color: #222222; font-family: Arial, Helvetica, sans-serif; font-size: small;"><br /></div><div style="background-color: white; color: #222222; font-family: Arial, Helvetica, sans-serif; font-size: small;"><div data-smartmail="gmail_signature" dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-46908544835559412552020-08-14T20:12:00.001-04:002020-08-15T18:11:26.397-04:00Need help finding corrigenda for DBDA2E<p><b><br /></b></p><p><b>UPDATE: Now solved. Big thanks to <i>Kent Johnson</i> for re-constructing the table of corrigenda!</b></p><p><br /></p><p>The host of the DBDA2E website (Google Sites), mandated a formatting change. Turns out the automatic reformatting mangled the table of Corrigenda. You can see it here:</p><p><a href="https://sites.google.com/site/doingbayesiandataanalysis/corrigenda">https://sites.google.com/site/doingbayesiandataanalysis/corrigenda</a></p><p>I'd really like a properly formatted version!</p><p><i><b>Did you print or save or copy the previously formatted Corrigenda from the DBDA2E website sometime between October 2018 and August 2020? If so, please send it to me, and I'll attach it to the website.</b></i></p><p>(I got a version from the wayback machine at web.archive.org dated 2016, but there were subsequent modifications made until Sept 2018.)</p><p><i><b>Or, do you know of a way to re-format the mangled version so it appears properly?</b></i></p><p>Thanks!</p><div><br /></div>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-75850069977335649562020-05-28T10:14:00.002-04:002020-05-28T10:14:53.998-04:00Teach (and learn) Bayesian and frequentist side by side<b>Teach (and learn) Bayesian and frequentist side by side: a talk and an app.</b><br />
<br />
<b>A <i>talk</i> explaining why that's a good idea:</b><br />
<iframe allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen="" frameborder="0" height="315" src="https://www.youtube.com/embed/kG43ZKBEqNw" width="560"></iframe>
<b><br /></b>(Talk delivered Saturday May 18, 2019.)<br />
<br />
<b><span style="font-size: large;">The interactive Shiny App with Bayesian and frequentist side by side: click <a href="https://jkkweb.sitehost.iu.edu/KruschkeFreqAndBayesAppTutorial.html" target="_blank">HERE</a>.</span></b><br />
<div style="margin-left: 1em; margin-right: 1em;">
<div class="separator" style="clear: both; text-align: center;">
<a href="https://jkkweb.sitehost.iu.edu/KruschkeFreqAndBayesAppTutorial.html" style="margin-left: 1em; margin-right: 1em;" target="_blank">
<img alt="App Screen" height="240" src="https://jkkweb.sitehost.iu.edu/Slide3.PNG" width="320" /></a></div>
</div>
<b>If you consider the app, especially for teaching, please let me know how it goes.</b>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-57858499236019311912019-07-25T09:19:00.001-04:002019-07-25T09:19:24.878-04:00Shrinkage in hierarchical models: random effects in lmer() with and without correlationThe goal of this post is to illustrate shrinkage of parameter estimates in hierarchical (aka multi-level) models, specifically when using <code>lmer()</code> with and without estimated correlation of parameters. The examples will show how estimates can differ when including correlation of parameters because of shrinkage toward the estimated correlation.<br />
<h1>
<a href="https://www.blogger.com/blogger.g?blogID=3240271627873788873" imageanchor="1" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;"></a>
Background</h1>
<h2>
Data structure for these examples</h2>
<em>“It all begins with the data… ”</em> I will create multiple panels of \(\langle x , y \rangle\) data values, with \(x\) and \(y\) being continuous metric variables. <br />
<ul>
<li>For instance, each panel could be data from a student in a classroom, with each datum being performance on a standardized math exam, with \(x\) being time and \(y\) being performance. In this scenario, each student takes a novel variant of the test repeatedly across time. The times do not need to be the same for every student, and the number of tests do not need to be the same for every student. We are interested characterizing the performance trend of each panel (i.e., each student) and the overall trend across panels (i.e., for the class as a whole). </li>
<li>As another example, each panel could be data from a distinct class within a school, with each datum being a particular student's exam performance (on the \(y\) axis) and family income (on the \(x\) axis). Again we are interested characterizing the trend of each panel (i.e., the relation of exam performance to family income within each classroom) and the overall trend across panels (i.e., the typical relationship of the variables across classrooms).</li>
</ul>
To illustrate robust <em>shrinkage</em> of panel estimates, each panel will have relatively few data points, and there will be relatively lots of panels. Graphs of the data will appear in analysis results, later.<br />
<a href="https://www.blogger.com/blogger.g?blogID=3240271627873788873" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"></a><br />
Here (below) is the structure of the data. Notice there is an <code>X</code> variable, a <code>Y</code> variable, and a <code>Panel</code> variable. The panel variable is actually a nominal (categorical) value, even though it appears as a numerical index.<br />
<pre><code class="r">str( myData )
</code></pre>
<pre><code>## 'data.frame': 208 obs. of 3 variables:
## $ X : num 0.4158 0.3795 0.0746 0.0588 0.4503 ...
## $ Y : num -0.864 -0.579 0.227 -1.604 -0.895 ...
## $ Panel: Factor w/ 35 levels "1","2","3","4",..: 1 1 1 1 1 1 2 2 2 3 ...
</code></pre>
<h2>
Analysis models</h2>
For simplicity, each panel will be fit with a linear trend. The hierarchical (a.k.a. multi-level) models will also estimate the typical linear trend across panels.<br />
<br />
Parameters for panels are subject to <em>shrinkage</em> in hierarchical models because <strong>the panel's linear trend is trying to conform simultaneously to (a) the data in its panel and (b) the typical trend across all panels.</strong> When there are lots of panels informing the typical trend, and only a small amount of data within a panel, then the panel estimates are strongly influenced by the typical trend across panels. <em>This makes good sense: If you don't know much about a particular panel, your best estimate should take into account what's typical across many other similar panels.</em> <br />
<br />
For more background about <em>shrinkage</em> in hierarchical models, there are lots on online sources you can search, and you can see some of my previous writings on the topic:<br />
<ul>
<li><a href="http://www.indiana.edu/~kruschke/articles/KruschkeVanpaemel2015.pdf">Bayesian estimation in hierarchical models</a> </li>
<li><a href="https://www.sciencedirect.com/science/article/pii/B978012405888000009X">Chapter 9: Hierarchical Models</a> of Doing Bayesian Data Analysis, 2nd Edition</li>
<li><a href="https://www.sciencedirect.com/science/article/pii/B9780124058880000179">Chapter 17</a> of Doing Bayesian Data Analysis, 2nd Edition, which discusses exactly the type of data structure in this blog post</li>
<li>various blog posts, <a href="http://doingbayesiandataanalysis.blogspot.com/search?q=shrinkage">here</a></li>
</ul>
I will first fit a line independently to each panel, without hierarchical structure. This analysis will show the estimated intercept and slope in each panel when there is no shrinkage. <br />
<br />
I will then fit a hierarchical model that estimates a typical intercept and typical slope across panels, but does not estimate the correlation of the intercepts and slopes across panels. This model produces some shrinkage across panel estimates, but does not shrink the estimates toward a shared correlation across panels.<br />
<br />
Finally, I will fit a hiearchical model that also estimates the correlation of intercepts and slopes across panels. This model shrinks the panel estimates so they also conform more strongly with the estimated correlation across panels.<br />
<br />
For the non-hierarchical analysis, I will use <code>lm()</code> from the base <a href="https://stat.ethz.ch/R-manual/R-devel/library/stats/html/00Index.html"><code>stats</code> package</a> of R. For the hierarchical analyses, I will use <code>lmer()</code> from the <a href="https://cran.r-project.org/web/packages/lme4/"><code>lme4</code> package</a> in R.<br />
<h1>
Independent line for every panel</h1>
For this analysis, each individual panel is fit with its own line, separately from all other panels, using <code>lm()</code> on each panel. There is no hierarchical structure and no overall line estimated. <br />
<br />
To make this analysis most analogous to subsequent analyses with <code>lmer()</code> the analyses should require all panels to have the same noise variance. But this is not done here, and actually the MLE coefficients are not affected in this case. <br />
<br />
In principle, the analysis in this section would be like using <code>lmer()</code> with the formula <code>y ~ 0 + (1+X||Panel)</code>, which specifies fitting lines within panels with no estimation of correlation across panels and no global parameters. But <code>lmer()</code> throws an error if that specification is attempted.<br />
Here (below) are scatter plots of the data with the <code>lm()</code> fitted regression lines:<br />
<img alt="plot of chunk unnamed-chunk-6" src="data:image/png;base64,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" /><br />
<strong>Notice above:</strong> <br />
<ul>
<li>Two-point panels such as Panel 4 and Panel 11 have lines going exactly through the two points. This will not be the case in hierarchical models.</li>
<li>The one-point Panel 35 has no regression line because it's undefined. This will not be the case in hierarchical models.</li>
<li>Panels 4 and 19 are color-highlighted for easy comparison with subsequent analyses.</li>
</ul>
<img alt="plot of chunk unnamed-chunk-7" src="data:image/png;base64,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" /><br />
<strong>Notice above:</strong> <br />
<ul>
<li>There is correlation of intercepts and slopes across panels (r=0.65), reflecting only how the data were generated, not any estimation of correlation in the model.</li>
<li>There is a lot of variation in intercepts and slopes across panels relative to hierarchical (multi-level) models below. <strong>There will be less variation in hierarchical models, hence the term <em>shrinkage</em>.</strong></li>
<li>Panels 4 and 19 are color-highlighted for easy comparison across analyses.</li>
</ul>
<h1>
Random intercepts and slopes, but no estimated correlation</h1>
I'll use <code>lmer()</code> with the formula, <code>Y ~ 1 + X + ( 1 + X || Panel )</code>, which is equivalent to <code>Y ~ 1 + X + ( (1|Panel) + (0+X|Panel) )</code>. <code>lmer()</code> assumes we want to estimate correlations of parameters across panels unless we tell it not to by using a double vertical bar or by explicitly coding the separate effects.<br />
<img alt="plot of chunk unnamed-chunk-8" src="data:image/png;base64,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" /><br />
<strong>Notice above:</strong> <br />
<ul>
<li>Two-point panels such as Panel 4 and Panel 11 have lines <em>not</em> going exactly through the two points. This is because the line is trying to conform simultaneously to the data in the panel and what's typical across panels, as estimated by this particular hierarchical model.</li>
<li>The one-point Panel 35 has a regression line despite having only a single point. This is because the line is generated by what's typical across panels, influenced a bit by the single data point in the panel.</li>
<li>Panels 4 and 19 are color-highlighted for easy comparison with across analyses.</li>
</ul>
<img alt="plot of chunk unnamed-chunk-9" src="data:image/png;base64,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" /><br />
<strong>Notice above:</strong> <br />
<ul>
<li>There is correlation of intercepts and slopes across panels (r=0.814), but this reflects only how the data were generated and the separate shrinkage of intercepts and slopes, without any shrinkage from estimation of correlation.</li>
<li>There is less variation in intercepts and slopes across panels relative to the previous, non-hierarchical analysis, hence the term <em>shrinkage</em>. Specifically, the range of slopes across panels in the non-hierarchical model was -3.48, 2.59 but the range of slopes in this hierarchical model is -2.74, 2.03.</li>
<li>Panels 4 and 19 are color-highlighted for easy comparison across analyses.</li>
</ul>
<h1>
Random intercepts and slopes, with estimated correlation</h1>
Here I use <code>lmer()</code> with forumla <code>Y ~ 1 + X + ( 1 + X | Panel )</code>. Notice the single vertical bar before Panel, so <code>lmer()</code> estimates the correlation of parameters across panels by default.<br />
<img alt="plot of chunk unnamed-chunk-10" src="data:image/png;base64,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" /><br />
<strong>Notice above:</strong> <br />
There is even more shrinkage than in the previous model, because now the lines in each panel are also “trying” to conform to the typical correlation of intercept and slope across panels. Notice in particular the color-coded lines in panels 4 and 19.<br />
<img alt="plot of chunk unnamed-chunk-11" src="data:image/png;base64,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" /><br />
<strong>Notice above:</strong> <br />
There is a strong correlation between the estimated slopes and intercepts (r=0.998). Here the correlation <em>is</em> estimated and there <em>is</em> shrinkage of estimates toward that correlation, and the correlation is <em>stronger</em> than the previous model because the estimates are shrunken toward that correlation.<br />
<br />
<h1>
What about the higher-level, "fixed" effects?</h1>
The higher-level intercept and slope are at the means of the panel intercepts and panel slopes, and those overall means are essentially the same across these analyses.
<br />
<h1>
Conclusion</h1>
Hopefully these examples have helped to illustrate shrinkage in hierarchical models, and specifically the extra shrinkage introduced by estimating correlation across parameters.John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com2tag:blogger.com,1999:blog-3240271627873788873.post-6455024665485283192019-06-30T16:11:00.000-04:002019-06-30T16:11:17.028-04:00Bayesian estimation of severity in police use of force<span style="font-size: large;">In research reported in the journal <i>Law and Human Behavior</i>, Brad Celestin and I used Bayesian methods to measure perceived severities of police actions. For each of about two dozen actions, we had lay people rate the action's moral acceptability, appropriateness, punishability, and physical forcefulness. We regressed the ratings on the actions, simultaneously estimating latent scale values of the action severities. </span><br />
<span style="font-size: large;"><br /></span>
<span style="font-size: large;">Below is a stylized graph to show the idea. The vertical axis shows the ratings, and the horizontal axis shows the underlying (latent) severity of the actions. In this graph, six actions are placed at arbitrary positions on the horizontal axis.</span><br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgao9ArDArtIiMNNYeQjkJQDAfLUuvyNGj63sUGgaLvuaKkqoCci91kOfEnRH3mucawOSVTNxzV-yFvo0mkrJEMnz2nRwNXS4QcW5MxLiYbzYwTZqltS9SW76OJDx-pGWzTK3wWUiUizHYm/s1600/Slide9.PNG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="480" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgao9ArDArtIiMNNYeQjkJQDAfLUuvyNGj63sUGgaLvuaKkqoCci91kOfEnRH3mucawOSVTNxzV-yFvo0mkrJEMnz2nRwNXS4QcW5MxLiYbzYwTZqltS9SW76OJDx-pGWzTK3wWUiUizHYm/s640/Slide9.PNG" width="640" /></a></div>
<span style="font-size: large;"><br /></span>
<span style="font-size: large;"><br /></span>
<span style="font-size: large;">Below I've superimposed the regression equation. It's just linear regression, but the values of the predictors are estimated, not given.</span><br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgcb5d3zLquNUVAbsodYRGnR_wu0sZGWvJnKvlT2QX-AsTAlxdwdiYjfiKnPokALHLoqCzixWT-PwLWvY1lDOQD77L-pE0srSnV24pzIL-eOWNX9v9g8D9TuCzKjVFvufHIFg6GTVLWHydU/s1600/Slide10.PNG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="480" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgcb5d3zLquNUVAbsodYRGnR_wu0sZGWvJnKvlT2QX-AsTAlxdwdiYjfiKnPokALHLoqCzixWT-PwLWvY1lDOQD77L-pE0srSnV24pzIL-eOWNX9v9g8D9TuCzKjVFvufHIFg6GTVLWHydU/s640/Slide10.PNG" width="640" /></a></div>
<span style="font-size: large;"><br /></span>
<span style="font-size: large;"><br /></span>
<span style="font-size: large;">Below is a stylized representation of the latent scale values that best fit the ratings:</span><br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhgsshUESfh-Yl961UUvfua6LKGveaEJiHI3jO2N29ry-M5_sTsgD2UXqXu9yptmVYzzNkvTUPfVkYASOUc9cduw-6lVK074z1dgLScXolz288IDiBHCgpDAmyx2Y1hE-ikcO-SlyJoS1LA/s1600/Slide14.PNG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="480" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhgsshUESfh-Yl961UUvfua6LKGveaEJiHI3jO2N29ry-M5_sTsgD2UXqXu9yptmVYzzNkvTUPfVkYASOUc9cduw-6lVK074z1dgLScXolz288IDiBHCgpDAmyx2Y1hE-ikcO-SlyJoS1LA/s640/Slide14.PNG" width="640" /></a></div>
<span style="font-size: large;"><br /></span>
<span style="font-size: large;"><br /></span>
<span style="font-size: large;">Bayesian methods were especially useful for this because we obtained a complete posterior distribution on all the scale values. Bayesian methods were also very useful because the ratings were effectively censored by many respondents who pushed the response slider all the way to the top or bottom, so all we could discern from the response was that it was at least that high or low; censored dependent-variable data are handled very nicely in Bayesian analyses.</span><br />
<span style="font-size: large;"><br /></span>
<span style="font-size: large;">Here's the abstract from the article:</span><br />
<blockquote class="tr_bq">
<span style="font-size: large;">In modern societies, citizens cede the legitimate use of violence to law enforcement agents who act on their behalf. However, little is known about the extent to which lay evaluations of forceful actions align with or diverge from official use-of-force policies and heuristics that officers use to choose appropriate levels of responsive force. Moreover, it is impossible to accurately compare official policies and lay intuitions without first measuring the perceived severity of a set of representative actions. To map these psychometric scale values precisely, we presented participants with minimal vignettes describing officer and civilian actions that span the entire range of force options (from polite dialogue to lethal force), and asked them to rate physical magnitude and moral appropriateness. We used Bayesian methods to model the ratings as functions of simultaneously estimated scale values of the actions. Results indicated that the perceived severity of actions across all physical but non-lethal categories clustered tightly together, while actions at the extreme levels were relatively spread out. Moreover, less normative officer actions were perceived as especially morally severe. Broadly, our findings reveal divergence between lay perceptions of force severity and official law enforcement policies, and they imply that the groundwork for disagreement about the legitimacy of police and civilian actions may be partially rooted in the differential way that action severity is perceived by law enforcement relative to civilian observers.</span></blockquote>
<span style="font-size: large;">A preprint of the article is <a href="https://osf.io/jth52/" target="_blank"><b>here</b></a>, and the published article is <a href="https://psycnet.apa.org/doi/10.1037/lhb0000333" target="_blank"><b>here</b></a>. Full citation:</span><br />
<blockquote class="tr_bq">
<span style="font-size: large;">Celestin, B. D., & Kruschke, J. K. (2019). Lay evaluations of police and civilian use of force: Action severity scales. <i>Law and Human Behavior</i>, 43(3), 290-305.</span></blockquote>
<br />John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-37155311409649628072019-05-19T19:13:00.001-04:002021-09-22T16:03:55.661-04:00The Statistician's Error?<div class="tr_bq">
<span style="font-size: large;">I just attended (and <a href="https://www.causeweb.org/cause/uscots/uscots19/keynote/3" target="_blank">gave a talk</a> at) the United States Conference on Teaching Statistics (<a href="https://www.causeweb.org/cause/uscots/uscots19" target="_blank">USCOTS</a>). Big thanks to <a href="https://statistics.calpoly.edu/allan-rossman" target="_blank">Allan Rossman</a>, who brilliantly MC-ed the conference.</span></div>
<span style="font-size: large;"><br /></span>
<span style="font-size: large;">• One keynote was about "moving beyond p < .05" in <a href="https://www.causeweb.org/cause/uscots/uscots19/keynotes" target="_blank">a talk</a> by Ron Wasserstein and Allen Schirm, In their recent <a href="https://www.tandfonline.com/doi/full/10.1080/00031305.2019.1583913" target="_blank">editorial in The American Statistician</a> (with Nicole Lazar), a primary recommendation was <i>Don't Say "Statistically Significant"</i>. Decisions with p values are about controlling error rates, but dichotomous decisions let people slip into "bright line" thinking wherein p < .05 means real and important and p > .05 means absent and unimportant.</span><br />
<span style="font-size: large;"><br /></span>
<span style="font-size: large;">• Another keynote, in <a href="https://www.causeweb.org/cause/uscots/uscots19/keynotes" target="_blank">a talk</a> by Kari Lock Morgan, was about three possible explanations of an apparent effect of a manipulation, namely (i) genuine cause, (ii) random difference at baseline before manipulation, and (iii) random difference after manipulation.</span><br />
<span style="font-size: large;"><br /></span>
<span style="font-size: large;">I returned home from the conference this morning. To relax, after the intensive pre-conference preparation and during-conference insomnia, I opened a book of poetry and came across <a href="https://www.poemhunter.com/poem/the-printer-s-error/#content" target="_blank">a poem by Aaron Fogel</a> that (inadvertently) reflects upon both talks. It's a poem about how editors of printing make decisions regarding errors, and about three sources or errors, and distinguishing the sources of error. And about the role of editors (and perhaps of statisticians?).</span><br />
<span style="font-size: large;"><br /></span>
<br />
<blockquote>
<b><span style="font-size: large;">The Printer's Error</span></b></blockquote>
<blockquote>
<span style="font-size: large;">Fellow compositors<br />and pressworkers!</span></blockquote>
<blockquote>
<span style="font-size: large;">I, Chief Printer<br />Frank Steinman,<br />having worked fifty-<br />seven years at my trade,<br />and served five years<br />as president<br />of the Holliston<br />Printer's Council,<br />being of sound mind<br />though near death,<br />leave this testimonial<br />concerning the nature<br />of printers' errors.</span></blockquote>
<blockquote>
<span style="font-size: large;">First: I hold that all books<br />and all printed<br />matter have<br />errors, obvious or no,<br />and that these are their<br />most significant moments,<br />not to be tampered with<br />by the vanity and folly<br />of ignorant, academic<br />textual editors.<br />Second: I hold that there are<br />three types of errors, in ascending<br />order of importance:<br />One: chance errors<br />of the printer's trembling hand<br />not to be corrected incautiously<br />by foolish professors<br />and other such rabble<br />because trembling is part<br />of divine creation itself.</span></blockquote>
<blockquote>
<span style="font-size: large;">Two: silent, cool sabotage<br />by the printer,<br />the manual laborer<br />whose protests<br />have at times taken this<br />historical form,<br />covert interferences<br />not to be corrected<br />censoriously by the hand<br />of the second and far<br />more ignorant saboteur,<br />the textual editor.</span></blockquote>
<blockquote>
<span style="font-size: large;">Three: errors<br />from the touch of God,<br />divine and often<br />obscure corrections<br />of whole books by<br />nearly unnoticed changes<br />of single letters<br />sometimes meaningful but<br />about which the less said<br />by preemptive commentary<br />the better.<br />Third: I hold that all three<br />sorts of error,<br />errors by chance,<br />errors by workers' protest,<br />and errors by<br />God's touch,<br /><i>are in practice the</i><br /><i>same and indistinguishable.</i></span></blockquote>
<blockquote>
<span style="font-size: large;">Therefore I,<br />Frank Steinman,<br />typographer<br />for thirty-seven years,<br />and cooperative Master<br />of the Holliston Guild<br />eight years,<br />being of sound mind and body<br />though near death<br />urge the abolition<br />of all editorial work<br />whatsoever<br />and manumission<br />from all textual editing<br />to leave what was<br />as it was, and<br />as it became,<br />except insofar as editing<br />is itself an error, and</span></blockquote>
<blockquote>
<span style="font-size: large;">therefore also divine.</span></blockquote>
<span style="font-size: large;"><br /></span>
John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-27185773950813152342019-03-13T14:16:00.001-04:002019-03-13T14:18:35.736-04:00Bayesian statistics at Princeton University, with a visit to the grave of John Von NeumannI was very pleased to have had the opportunity to present a talk regarding Bayesian models of ordinal data at Princeton University, on Tuesday, March 5, 2019. An abstract of the talk is <b><a href="https://psych.princeton.edu/event/john-kruschke-indiana-university" target="_blank">here</a></b>, and the published article on which the talk was based is <b><a href="https://www.sciencedirect.com/science/article/pii/S0022103117307746" target="_blank">here</a></b>.<br />
<br />
<i>A big thanks to <b><a href="https://psych.princeton.edu/person/ting-qian" target="_blank">Dr. Ting Qian</a></b> who orchestrated the visit wonderfully. The lecture hall was packed, with people standing outside the door in the hall, in no small part due to Ting's organization of a popular statistics series. Big thanks also to the staff who made arrangements. And, of course, thanks to the many people who took time to meet with me while I was there.</i><br />
<br />
I took a few hours the next morning to visit some special places in Princeton. In particular, I visited the graves of <b><a href="https://en.wikipedia.org/wiki/John_von_Neumann" target="_blank">John Von Neumann</a></b> and <b><a href="https://en.wikipedia.org/wiki/Kurt_G%C3%B6del" target="_blank">Kurt Godel</a></b>. Von Neumann made contributions to Monte Carlo methods at the foundation of MCMC methods in Bayesian analysis.<br />
<br />
Here's a snapshot of Von Neumann's grave stone:
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh5FeUt4OBDGEUD4_UZq7jLxQUw7rrIMlwnRUmAykhYCkExNOIRPkM_6nA2wurZLRbrJOxA55KyfYoLhBdd8im7_odM3g9fT9J-orsDHsIaKWl_1aHoxhOD2gSK-SF1d8llWHHO9SI-qau4/s1600/PrincetonVonNeumann.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="1068" data-original-width="1600" height="213" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh5FeUt4OBDGEUD4_UZq7jLxQUw7rrIMlwnRUmAykhYCkExNOIRPkM_6nA2wurZLRbrJOxA55KyfYoLhBdd8im7_odM3g9fT9J-orsDHsIaKWl_1aHoxhOD2gSK-SF1d8llWHHO9SI-qau4/s320/PrincetonVonNeumann.jpg" width="320" /></a></div>
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And only a few feet away, Godel's grave stone:
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg3XCKktHcNy4cUfP4uXnd7qDPw7-X7tQhJ-aKP7oLcmQk5WaaUA6UD_tW13tPlW0PLbCQ99YMrHbfgSAVcl0GUCypVYsTmTQEBJqIWC19XaVCva2E0vX4nglWe9ECFfw04kTgID2lngSrM/s1600/PrincetonGodel.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="1278" data-original-width="1600" height="255" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg3XCKktHcNy4cUfP4uXnd7qDPw7-X7tQhJ-aKP7oLcmQk5WaaUA6UD_tW13tPlW0PLbCQ99YMrHbfgSAVcl0GUCypVYsTmTQEBJqIWC19XaVCva2E0vX4nglWe9ECFfw04kTgID2lngSrM/s320/PrincetonGodel.jpg" width="320" /></a></div>
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After visiting the cemetery, I went to the <b><a href="https://artmuseum.princeton.edu/" target="_blank">Princeton University Art Museum</a></b> and came across this painting by <a href="https://en.wikipedia.org/wiki/Georgia_O%27Keeffe" target="_blank"><b>Georgia O'Keeffe</b></a>. It's titled, "From a New Jersey Weekend II," painted in 1941.<br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgfYLBde_5uG4CdcfZcdtmc6GoVk_47IziZ5mBQn78etoPDGaOtf103acKFp8PhyUyFHNJYtUZihg3cjSjWK1e1wa8hh0HhTeL3ukz-2T78Q5iFTIuZQx2aQwfNpdPqSjRk1Hh3OIzCFFJy/s1600/PrincetonOKeefe.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="1200" data-original-width="1600" height="240" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgfYLBde_5uG4CdcfZcdtmc6GoVk_47IziZ5mBQn78etoPDGaOtf103acKFp8PhyUyFHNJYtUZihg3cjSjWK1e1wa8hh0HhTeL3ukz-2T78Q5iFTIuZQx2aQwfNpdPqSjRk1Hh3OIzCFFJy/s320/PrincetonOKeefe.jpg" width="320" /></a></div>
It was an interesting coincidence that both O'Keeffe's and my visits featured two notable grave stones.<br />
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Here's a map of the <b><a href="http://nassauchurch.org/about/princetoncemetery/" target="_blank">Princeton Cemetery</a></b>, with a marker at the approximate location of the graves of Von Neumann and Godel.<br />
<iframe allowfullscreen="" frameborder="0" height="450" src="https://www.google.com/maps/embed?pb=!1m18!1m12!1m3!1d3440.2662699752245!2d-74.66104868448889!3d40.35522106730173!2m3!1f0!2f0!3f0!3m2!1i1024!2i768!4f13.1!3m3!1m2!1s0x0%3A0x0!2zNDDCsDIxJzE4LjgiTiA3NMKwMzknMzEuOSJX!5e1!3m2!1sen!2sus!4v1552498511559" style="border: 0;" width="600"></iframe><br />
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For posts about the book, DBDA2E, visiting other famous grave sites, see <b><a href="https://doingbayesiandataanalysis.blogspot.com/2016/01/the-remains-of-r-fisher-are-visited-by.html" target="_blank">this post</a></b> and its links to previous posts.John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-22267752686634981122019-02-21T16:32:00.000-05:002019-02-21T16:32:44.579-05:00A Stendhal moment on the way to Bayesian stats classOn the way to my <a href="http://www.indiana.edu/~jkkteach/P533/" target="_blank">Bayesian stats class</a> this morning I had a few moments of <a href="https://en.wikipedia.org/wiki/Stendhal_syndrome" target="_blank">Stendhal syndrome</a> and thought I'd share it with y'all. (Aside from being on the way to Bayesian stats class, it has nothing directly relevant to Bayesian statistics.) The sun was shining through some construction fences lining a sidewalk and were unintentionally beautifying an otherwise routine Thursday morning. Here are a couple of snapshots from my office window:<br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhfJfmlJ7IulH1_ioAEb9cl3xAAo3Lh75DJJ5koz5qaCvMJGj0hzhmJoXi9pvCr8DZS4JmuQB556TPYOOfqeyPkDypNSLUqe4r_QWeb_RJmp7tZAu4EqDScgFHmeGMe0rpluT5idwIL2r54/s1600/ChristoWide%2528C%2529.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="447" data-original-width="1600" height="178" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhfJfmlJ7IulH1_ioAEb9cl3xAAo3Lh75DJJ5koz5qaCvMJGj0hzhmJoXi9pvCr8DZS4JmuQB556TPYOOfqeyPkDypNSLUqe4r_QWeb_RJmp7tZAu4EqDScgFHmeGMe0rpluT5idwIL2r54/s640/ChristoWide%2528C%2529.png" width="640" /></a></div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjentZMIBR99m_r-yH1msXuWjBx3xxs2qmjgI3r3OruksJPz5i2zKf3YgNAVdp5xIrmqjyQy8CiTDIQhXjqjt3dLAqfzTBSP1wrIu3IH4O9rkTMZLyt2mlfK0coZVfaDbmnz_I9X7hznzKj/s1600/ChristoIn%2528C%2529.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="908" data-original-width="1600" height="362" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjentZMIBR99m_r-yH1msXuWjBx3xxs2qmjgI3r3OruksJPz5i2zKf3YgNAVdp5xIrmqjyQy8CiTDIQhXjqjt3dLAqfzTBSP1wrIu3IH4O9rkTMZLyt2mlfK0coZVfaDbmnz_I9X7hznzKj/s640/ChristoIn%2528C%2529.png" width="640" /></a></div>
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It reminds me of <a href="https://christojeanneclaude.net/projects/running-fence" target="_blank">Christo and Jeanne-Claude's <i>Running Fence</i></a>:<br />
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<br />John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com0tag:blogger.com,1999:blog-3240271627873788873.post-80098453690299091552018-10-21T13:16:00.000-04:002018-10-21T13:16:23.881-04:00Sinusoidal trend and global warming UPDATEDIn <a href="http://doingbayesiandataanalysis.blogspot.com/2012/10/bayesian-estimation-of-trend-with-auto.html" target="_blank"><b>a previous post</b></a> from six years ago, I fit a sinusoidal trend, with auto-regressive component, to daily temperature data. (Spoiler alert: It's still getting warmer.) Recently I've received inquiries about the script for that analysis. I disinterred the ancient script, updated it, and grabbed more recent temperature data. The script and data file are linked below.<br />
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The result of the new analysis:<br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgP__w9vmVLEJgi5hEK0DEVm7n5n8GDv62m2r7sp81Au56i7SZRKB2DtQKYMX26Png9ZUfMpMJ29lX0ok0d2Hz1_9IGn66lS9vTjWjsW-hxTfWNCoHSiyG886N2_I_4YyCMItXdHSPW-Gv5/s1600/WisconsinTempAR1JagsPostWithData.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="768" data-original-width="960" height="512" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgP__w9vmVLEJgi5hEK0DEVm7n5n8GDv62m2r7sp81Au56i7SZRKB2DtQKYMX26Png9ZUfMpMJ29lX0ok0d2Hz1_9IGn66lS9vTjWjsW-hxTfWNCoHSiyG886N2_I_4YyCMItXdHSPW-Gv5/s640/WisconsinTempAR1JagsPostWithData.png" width="640" /></a></div>
As you can see from the plot (above), the slope of the linear spine of the sinusoidal variation is 0.068 degrees Fahrenheit per year. The 95% HDI on the estimate spans zero, just as it did with the smaller data set in the previous post from six years ago. But I'm pretty sure that if this city were put into a big hierarchical model with lots of other cities across the globe, the high-level estimate of slope on the linear spine would be clearly greater than zero.<br />
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But evidence for global warming is <i>not</i> the point of this post. The point is to link the full script and data file. Here they are: <a href="https://sites.google.com/site/doingbayesiandataanalysis/software-installation/WisconsinTempAR1Jags.R?attredirects=0&d=1" target="_blank"><b>R script</b></a>; <a href="https://sites.google.com/site/doingbayesiandataanalysis/software-installation/WIMADISO.txt?attredirects=0&d=1" target="_blank"><b>data</b></a>. Hope this is helpful.John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com8tag:blogger.com,1999:blog-3240271627873788873.post-64090388937697168082018-09-19T08:48:00.002-04:002018-09-19T08:51:47.993-04:00Which movie (treatment, group) is better? Opposite conclusions from different models.Which movie is better? One way to answer is by considering the star ratings given to those movies. Just treat those 1-to-5 star ratings as numbers, throw them into a <i>t</i> test, and out pops your answer. Right? Not necessarily...<br />
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The analogous structure arises in many situations. Suppose, for example, we ask which group is happier, a group of poor people or a group of rich people? One way to answer is by considering subjective happiness ratings from an ordinal scale: 1 = very unhappy, 2 = mildly unhappy, 3 = neither unhappy nor happy, 4 = mildly happy, 5 = very happy. Just treat those 1-to-5 ratings as numbers, throw them into a <i>t</i> test, and out pops your answer. Right? Not necessarily...<br />
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Or, consider ratings of symptom intensity in different treatment groups. How bad is your headache? How depressed do you feel? Just treat the ratings as numbers and throw them into a <i>t</i> test, and out pops your answer. Right? Not necessarily...<br />
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Treating ordinal values as if they were numeric can lead to misinterpretations. Ordinal values do not indicate equal distances between their levels, nor equal coverage of each level. The conventional <i>t</i> test (and ANOVA and least-squares regression, etc.) assumes the data are metric values normally distributed around the model's predicted values. But obviously ordinal data are not normally distributed metric values.<br />
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A much better model of ordinal data is the ordered-probit model, which assumes a continuous latent dimension that is mapped to ordinal levels by slicing the latent dimension at thresholds. (The ordered-probit model is not the only good model of ordinal data, of course, but it's nicely analogous to the <i>t</i> test etc. because it assumes normally distributed noise on the latent dimension.)<br />
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The t test and the ordered probit model can produce opposite conclusions about the means of the groups. Here's an example involving star ratings from two movies:<br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj4Ml0I8F-EWDtisN20HSQdzz9fjsPfuNMYor1XVtQEed6otjR0bBVaP1XOQiyszQ6_ld-R7tUkXfU1rEP02VlfPwN-rBnLUed7AiVKl7_1VYZlsWFp191NsOXgADO1JzumE2ZzNPQAdfry/s1600/OrderedProbitModel-MoviesData-Compare-5-6.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="998" data-original-width="1398" height="456" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj4Ml0I8F-EWDtisN20HSQdzz9fjsPfuNMYor1XVtQEed6otjR0bBVaP1XOQiyszQ6_ld-R7tUkXfU1rEP02VlfPwN-rBnLUed7AiVKl7_1VYZlsWFp191NsOXgADO1JzumE2ZzNPQAdfry/s640/OrderedProbitModel-MoviesData-Compare-5-6.png" width="640" /></a></div>
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The figure above shows data from two movies, labelled as Cases 5 and 6 in the first two columns. The pink histograms show the frequency distributions of the star ratings; they are the same in the upper and lower rows. The upper row shows the results from the ordered-probit model. The lower row shows the results from the metric model, that is, the <i>t</i> test. In particular, the right column shows the posterior difference of mu's for the two movies <b>The differences are strongly in opposite directions for the two analyses.</b> Each posterior distribution is marked with a dotted line at a difference of zero, and the line is annotated with the percentage of the distribution below zero and above zero. Notice the ordered-probit model fits the data much better than the metric model, as shown by the posterior predictions superimposed on the data: blue dots for the ordered probit model, and blue normal distributions for the metric model. (This is Figure 8 of the article linked below.)<br />
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Read all about it here:<br />
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<b style="background-color: white; color: #444444; font-family: Arial, Tahoma, Helvetica, FreeSans, sans-serif; font-size: 13px;">Published article:</b><br />
<a href="https://www.sciencedirect.com/science/article/pii/S0022103117307746" style="background-color: white; color: #4d469c; font-family: Arial, Tahoma, Helvetica, FreeSans, sans-serif; font-size: 13px; text-decoration-line: none;" target="_blank">https://www.sciencedirect.com/science/article/pii/S0022103117307746</a><br />
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<b style="background-color: white; color: #444444; font-family: Arial, Tahoma, Helvetica, FreeSans, sans-serif; font-size: 13px;">Preprint manuscript:</b><span style="background-color: white; color: #444444; font-family: "arial" , "tahoma" , "helvetica" , "freesans" , sans-serif; font-size: 13px;"> </span><a href="https://osf.io/9h3et/" style="background-color: white; color: #4d469c; font-family: Arial, Tahoma, Helvetica, FreeSans, sans-serif; font-size: 13px; text-decoration-line: none;" target="_blank">https://osf.io/9h3et/</a><br />
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<b style="background-color: white; color: #444444; font-family: Arial, Tahoma, Helvetica, FreeSans, sans-serif; font-size: 13px;">R code:</b><span style="background-color: white; color: #444444; font-family: "arial" , "tahoma" , "helvetica" , "freesans" , sans-serif; font-size: 13px;"> </span><a href="https://osf.io/53ce9/files/" style="background-color: white; color: #4d469c; font-family: Arial, Tahoma, Helvetica, FreeSans, sans-serif; font-size: 13px; text-decoration-line: none;" target="_blank">https://osf.io/53ce9/files/</a>John K. Kruschkehttp://www.blogger.com/profile/17323153789716653784noreply@blogger.com4