From 12b0ff587429107e583b58c82d3b3b37502b8055 Mon Sep 17 00:00:00 2001
From: Peter Carbonetto <peter.carbonetto@gmail.com>
Date: Mon, 6 May 2024 13:06:52 -0500
Subject: [PATCH] Updated the pkgdown site.

---
 docs/404.html                                 |   2 +-
 docs/LICENSE-text.html                        |   2 +-
 docs/LICENSE.html                             |   2 +-
 docs/articles/index.html                      |   2 +-
 docs/articles/mr_mash_intro.html              |   6 +-
 .../figure-html/plot-pred-test-1.png          | Bin 97767 -> 97768 bytes
 docs/authors.html                             |   6 +-
 docs/index.html                               |   2 +-
 docs/pkgdown.yml                              |   2 +-
 docs/reference/autoselect.mixsd.html          |   2 +-
 docs/reference/coef.mr.mash.html              |   2 +-
 docs/reference/coef.mr.mash.rss.html          |   2 +-
 docs/reference/compute_canonical_covs.html    |   2 +-
 docs/reference/compute_data_driven_covs.html  |   2 +-
 .../compute_univariate_sumstats.html          |   2 +-
 docs/reference/expand_covs.html               |   2 +-
 docs/reference/index.html                     |   2 +-
 docs/reference/mr.mash-2.png                  | Bin 127619 -> 127616 bytes
 docs/reference/mr.mash.html                   | 362 +++++++++---------
 docs/reference/mr.mash.rss.html               | 362 +++++++++---------
 docs/reference/predict.mr.mash.html           |   2 +-
 docs/reference/predict.mr.mash.rss.html       |   2 +-
 docs/reference/simulate_mr_mash_data.html     |   2 +-
 23 files changed, 385 insertions(+), 385 deletions(-)

diff --git a/docs/404.html b/docs/404.html
index 0ff09a9..4f73ceb 100644
--- a/docs/404.html
+++ b/docs/404.html
@@ -32,7 +32,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="index.html">mr.mash.alpha</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.21</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
       </span>
     </div>
 
diff --git a/docs/LICENSE-text.html b/docs/LICENSE-text.html
index 19c2cb2..e2740ca 100644
--- a/docs/LICENSE-text.html
+++ b/docs/LICENSE-text.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="index.html">mr.mash.alpha</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.21</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
       </span>
     </div>
 
diff --git a/docs/LICENSE.html b/docs/LICENSE.html
index 320ffa6..065fdf4 100644
--- a/docs/LICENSE.html
+++ b/docs/LICENSE.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="index.html">mr.mash.alpha</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.21</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
       </span>
     </div>
 
diff --git a/docs/articles/index.html b/docs/articles/index.html
index 526e98d..c891987 100644
--- a/docs/articles/index.html
+++ b/docs/articles/index.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">mr.mash.alpha</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.21</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
       </span>
     </div>
 
diff --git a/docs/articles/mr_mash_intro.html b/docs/articles/mr_mash_intro.html
index 49e634d..8d732a7 100644
--- a/docs/articles/mr_mash_intro.html
+++ b/docs/articles/mr_mash_intro.html
@@ -33,7 +33,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">mr.mash.alpha</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.21</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
       </span>
     </div>
 
@@ -70,7 +70,7 @@ <h1 data-toc-skip>Introduction to mr.mash</h1>
                         <h4 data-toc-skip class="author">Peter
 Carbonetto &amp; Fabio Morgante</h4>
             
-            <h4 data-toc-skip class="date">2024-04-28</h4>
+            <h4 data-toc-skip class="date">2024-05-06</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/stephenslab/mr.mash.alpha/blob/HEAD/vignettes/mr_mash_intro.Rmd" class="external-link"><code>vignettes/mr_mash_intro.Rmd</code></a></small>
       <div class="hidden name"><code>mr_mash_intro.Rmd</code></div>
@@ -227,7 +227,7 @@ <h2 id="fit-a-mr-mash-model-to-the-data">Fit a mr.mash model to the data<a class
 <span><span class="co"># [1,] 5.7356423 1.585484 1.3494127 0.8463714 0.9642602</span></span>
 <span><span class="co"># [2,] 1.5854844 6.578508 2.4138518 1.5273860 1.6646585</span></span>
 <span><span class="co"># [3,] 1.3494127 2.413852 6.0258742 0.4755238 1.5601590</span></span>
-<span><span class="co"># [4,] 0.8463714 1.527386 0.4755238 4.7464139 1.3982834</span></span>
+<span><span class="co"># [4,] 0.8463714 1.527386 0.4755238 4.7464138 1.3982834</span></span>
 <span><span class="co"># [5,] 0.9642602 1.664659 1.5601590 1.3982834 5.0244255</span></span></code></pre></div>
 </div>
 <div class="section level2">
diff --git a/docs/articles/mr_mash_intro_files/figure-html/plot-pred-test-1.png b/docs/articles/mr_mash_intro_files/figure-html/plot-pred-test-1.png
index 548333ed61c2070ac4569bc326331f5f8ee2138f..29c407255a8e9369998415f1f1ef72ee079a3805 100644
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diff --git a/docs/authors.html b/docs/authors.html
index c501766..3fe9c24 100644
--- a/docs/authors.html
+++ b/docs/authors.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="index.html">mr.mash.alpha</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.21</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
       </span>
     </div>
 
@@ -83,13 +83,13 @@ <h1 id="citation">Citation</h1>
 
     <p>Morgante F, Kunkel D, Carbonetto P, Stephens M (2024).
 <em>mr.mash.alpha: Multiple Regression with Multivariate Adaptive Shrinkage</em>.
-R package version 0.3.21, <a href="https://github.com/stephenslab/mr.mash.alpha" class="external-link">https://github.com/stephenslab/mr.mash.alpha</a>. 
+R package version 0.3.24, <a href="https://github.com/stephenslab/mr.mash.alpha" class="external-link">https://github.com/stephenslab/mr.mash.alpha</a>. 
 </p>
     <pre>@Manual{,
   title = {mr.mash.alpha: Multiple Regression with Multivariate Adaptive Shrinkage},
   author = {Fabio Morgante and Deborah Kunkel and Peter Carbonetto and Matthew Stephens},
   year = {2024},
-  note = {R package version 0.3.21},
+  note = {R package version 0.3.24},
   url = {https://github.com/stephenslab/mr.mash.alpha},
 }</pre>
 
diff --git a/docs/index.html b/docs/index.html
index 3c7be0d..91aff58 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -34,7 +34,7 @@
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         <a class="navbar-link" href="index.html">mr.mash.alpha</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.21</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
       </span>
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diff --git a/docs/pkgdown.yml b/docs/pkgdown.yml
index 26aa5b2..e250a88 100644
--- a/docs/pkgdown.yml
+++ b/docs/pkgdown.yml
@@ -3,5 +3,5 @@ pkgdown: 2.0.7
 pkgdown_sha: ~
 articles:
   mr_mash_intro: mr_mash_intro.html
-last_built: 2024-04-28T21:37Z
+last_built: 2024-05-06T17:59Z
 
diff --git a/docs/reference/autoselect.mixsd.html b/docs/reference/autoselect.mixsd.html
index cce3122..b55f772 100644
--- a/docs/reference/autoselect.mixsd.html
+++ b/docs/reference/autoselect.mixsd.html
@@ -18,7 +18,7 @@
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-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.21</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
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diff --git a/docs/reference/coef.mr.mash.html b/docs/reference/coef.mr.mash.html
index f0fcf7e..ed3e3eb 100644
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+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
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index 486646c..9b41881 100644
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@@ -17,7 +17,7 @@
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+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
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diff --git a/docs/reference/compute_canonical_covs.html b/docs/reference/compute_canonical_covs.html
index a1205e6..feef248 100644
--- a/docs/reference/compute_canonical_covs.html
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@@ -17,7 +17,7 @@
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+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
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diff --git a/docs/reference/compute_data_driven_covs.html b/docs/reference/compute_data_driven_covs.html
index b78a441..d523c31 100644
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+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
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diff --git a/docs/reference/compute_univariate_sumstats.html b/docs/reference/compute_univariate_sumstats.html
index 77de0e8..7874e85 100644
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index 9c94ac8..2908ab8 100644
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diff --git a/docs/reference/mr.mash.html b/docs/reference/mr.mash.html
index 67307a5..3c7bbbf 100644
--- a/docs/reference/mr.mash.html
+++ b/docs/reference/mr.mash.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">mr.mash.alpha</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.21</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
       </span>
     </div>
 
@@ -62,7 +62,7 @@ <h1>Multiple Regression with Multivariate Adaptive Shrinkage.</h1>
 <span>  w0 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/rep.html" class="external-link">rep</a></span><span class="op">(</span><span class="fl">1</span><span class="op">/</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/length.html" class="external-link">length</a></span><span class="op">(</span><span class="va">S0</span><span class="op">)</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/length.html" class="external-link">length</a></span><span class="op">(</span><span class="va">S0</span><span class="op">)</span><span class="op">)</span>,</span>
 <span>  V <span class="op">=</span> <span class="cn">NULL</span>,</span>
 <span>  mu1_init <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/matrix.html" class="external-link">matrix</a></span><span class="op">(</span><span class="fl">0</span>, nrow <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/nrow.html" class="external-link">ncol</a></span><span class="op">(</span><span class="va">X</span><span class="op">)</span>, ncol <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/nrow.html" class="external-link">ncol</a></span><span class="op">(</span><span class="va">Y</span><span class="op">)</span><span class="op">)</span>,</span>
-<span>  tol <span class="op">=</span> <span class="fl">1e-04</span>,</span>
+<span>  tol <span class="op">=</span> <span class="fl">0.0001</span>,</span>
 <span>  convergence_criterion <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"mu1"</span>, <span class="st">"ELBO"</span><span class="op">)</span>,</span>
 <span>  max_iter <span class="op">=</span> <span class="fl">5000</span>,</span>
 <span>  update_w0 <span class="op">=</span> <span class="cn">TRUE</span>,</span>
@@ -298,187 +298,187 @@ <h2>Examples</h2>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Processing the inputs... Done!</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Fitting the optimization algorithm using 8 RcppParallel threads... </span>
 <span class="r-out co"><span class="r-pr">#&gt;</span>  iter    mu1_max.diff     ELBO_diff               ELBO</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    1       1.94e+00            Inf      -1.17846672186051764584e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    2       4.42e-01       4.05e+02      -1.13796024155407103535e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    3       7.87e-02       2.57e+01      -1.13539336660288772691e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    4       2.58e-02       2.82e+00      -1.13511145940660353517e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    5       1.32e-02       1.31e+00      -1.13498072323880332988e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    6       8.97e-03       7.79e-01      -1.13490277541913474124e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    7       7.04e-03       5.18e-01      -1.13485098888134161825e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    8       5.70e-03       3.70e-01      -1.13481397456728846009e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    9       4.72e-03       2.79e-01      -1.13478605360439596552e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   10       3.99e-03       2.19e-01      -1.13476411019760180352e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   11       3.42e-03       1.78e-01      -1.13474630696575877664e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   12       2.97e-03       1.48e-01      -1.13473149527450605092e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   13       2.61e-03       1.26e-01      -1.13471892152355630969e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   14       2.32e-03       1.09e-01      -1.13470807097645356407e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   15       2.07e-03       9.49e-02      -1.13469857995247657527e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   16       1.87e-03       8.40e-02      -1.13469018398800035357e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   17       1.69e-03       7.50e-02      -1.13468268590668303659e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   18       1.57e-03       6.75e-02      -1.13467593542255581269e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   19       1.48e-03       6.12e-02      -1.13466981570112020563e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   20       1.40e-03       5.58e-02      -1.13466423427090321638e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   21       1.36e-03       5.12e-02      -1.13465911674013368611e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   22       1.36e-03       4.71e-02      -1.13465440236996964813e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   23       1.35e-03       4.36e-02      -1.13465004090367383469e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   24       1.32e-03       4.05e-02      -1.13464599026111500280e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   25       1.30e-03       3.78e-02      -1.13464221483868714131e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   26       1.26e-03       3.53e-02      -1.13463868423840212927e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   27       1.22e-03       3.31e-02      -1.13463537230474576063e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   28       1.18e-03       3.12e-02      -1.13463225638458152389e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   29       1.14e-03       2.94e-02      -1.13462931675035342778e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   30       1.09e-03       2.78e-02      -1.13462653614406572160e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   31       1.05e-03       2.64e-02      -1.13462389941154578992e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   32       1.00e-03       2.51e-02      -1.13462139320497208246e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   33       9.57e-04       2.39e-02      -1.13461900573764960427e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   34       9.13e-04       2.28e-02      -1.13461672657931958383e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   35       8.69e-04       2.18e-02      -1.13461454648335638922e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   36       8.27e-04       2.09e-02      -1.13461245723942793120e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   37       7.87e-04       2.01e-02      -1.13461045154679814004e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   38       7.48e-04       1.93e-02      -1.13460852290460861695e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   39       7.10e-04       1.86e-02      -1.13460666551632675692e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   40       6.75e-04       1.79e-02      -1.13460487420616555028e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   41       6.41e-04       1.73e-02      -1.13460314434572956088e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   42       6.09e-04       1.67e-02      -1.13460147178949864610e+04</span>
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+<span class="r-out co"><span class="r-pr">#&gt;</span>  137       1.41e-04       3.12e-03      -1.13453524608921470644e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  138       1.40e-04       3.09e-03      -1.13453493741233905894e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  139       1.39e-04       3.05e-03      -1.13453463214801831782e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  140       1.38e-04       3.02e-03      -1.13453433024129535625e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  141       1.37e-04       2.99e-03      -1.13453403163871043944e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  142       1.36e-04       2.95e-03      -1.13453373628825011110e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  143       1.35e-04       2.92e-03      -1.13453344413930117298e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  144       1.34e-04       2.89e-03      -1.13453315514260684722e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  145       1.33e-04       2.86e-03      -1.13453286925021966454e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  146       1.32e-04       2.83e-03      -1.13453258641546271974e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  147       1.31e-04       2.80e-03      -1.13453230659288401512e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  148       1.30e-04       2.77e-03      -1.13453202973822026252e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  149       1.29e-04       2.74e-03      -1.13453175580835577421e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  150       1.27e-04       2.71e-03      -1.13453148476128681068e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  151       1.26e-04       2.68e-03      -1.13453121655608229048e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  152       1.25e-04       2.65e-03      -1.13453095115285104839e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  153       1.24e-04       2.63e-03      -1.13453068851270636515e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  154       1.23e-04       2.60e-03      -1.13453042859773267992e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  155       1.22e-04       2.57e-03      -1.13453017137095375801e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  156       1.21e-04       2.55e-03      -1.13452991679629994906e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  157       1.20e-04       2.52e-03      -1.13452966483858072024e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  158       1.19e-04       2.49e-03      -1.13452941546345209645e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  159       1.18e-04       2.47e-03      -1.13452916863738901156e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  160       1.17e-04       2.44e-03      -1.13452892432765893318e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  161       1.16e-04       2.42e-03      -1.13452868250229294063e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  162       1.15e-04       2.39e-03      -1.13452844313006080483e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  163       1.14e-04       2.37e-03      -1.13452820618044588628e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  164       1.13e-04       2.35e-03      -1.13452797162361857772e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  165       1.12e-04       2.32e-03      -1.13452773943041611346e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  166       1.11e-04       2.30e-03      -1.13452750957231546636e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  167       1.10e-04       2.28e-03      -1.13452728202141315705e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  168       1.09e-04       2.25e-03      -1.13452705675040451752e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  169       1.08e-04       2.23e-03      -1.13452683373256022605e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  170       1.07e-04       2.21e-03      -1.13452661294170684414e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  171       1.06e-04       2.19e-03      -1.13452639435220935411e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  172       1.05e-04       2.16e-03      -1.13452617793894787610e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  173       1.04e-04       2.14e-03      -1.13452596367730275233e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  174       1.03e-04       2.12e-03      -1.13452575154313508392e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  175       1.03e-04       2.10e-03      -1.13452554151276999619e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  176       1.02e-04       2.08e-03      -1.13452533356297935825e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  177       1.01e-04       2.06e-03      -1.13452512767096577591e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  178       9.98e-05       2.04e-03      -1.13452492381434822164e+04</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Done!</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Processing the outputs... Done!</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> mr.mash successfully executed in 0.1288379 minutes!</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> mr.mash successfully executed in 0.1873724 minutes!</span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="co"># Compare the "fitted" values of Y against the true Y in the training set.</span></span></span>
 <span class="r-in"><span><span class="fu"><a href="https://rdrr.io/r/graphics/plot.default.html" class="external-link">plot</a></span><span class="op">(</span><span class="va">fit</span><span class="op">$</span><span class="va">fitted</span>,<span class="va">Ytrain</span>,pch <span class="op">=</span> <span class="fl">20</span>,col <span class="op">=</span> <span class="st">"darkblue"</span>,xlab <span class="op">=</span> <span class="st">"true"</span>,</span></span>
diff --git a/docs/reference/mr.mash.rss.html b/docs/reference/mr.mash.rss.html
index 0428f47..10c13da 100644
--- a/docs/reference/mr.mash.rss.html
+++ b/docs/reference/mr.mash.rss.html
@@ -20,7 +20,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">mr.mash.alpha</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.21</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
       </span>
     </div>
 
@@ -69,7 +69,7 @@ <h1>Multiple Regression with Multivariate Adaptive Shrinkage
 <span>  w0 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/rep.html" class="external-link">rep</a></span><span class="op">(</span><span class="fl">1</span><span class="op">/</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/length.html" class="external-link">length</a></span><span class="op">(</span><span class="va">S0</span><span class="op">)</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/length.html" class="external-link">length</a></span><span class="op">(</span><span class="va">S0</span><span class="op">)</span><span class="op">)</span>,</span>
 <span>  <span class="va">V</span>,</span>
 <span>  mu1_init <span class="op">=</span> <span class="cn">NULL</span>,</span>
-<span>  tol <span class="op">=</span> <span class="fl">1e-04</span>,</span>
+<span>  tol <span class="op">=</span> <span class="fl">0.0001</span>,</span>
 <span>  convergence_criterion <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"mu1"</span>, <span class="st">"ELBO"</span><span class="op">)</span>,</span>
 <span>  max_iter <span class="op">=</span> <span class="fl">5000</span>,</span>
 <span>  update_w0 <span class="op">=</span> <span class="cn">TRUE</span>,</span>
@@ -338,187 +338,187 @@ <h2>Examples</h2>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Processing the inputs... Done!</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Fitting the optimization algorithm using 8 RcppParallel threads... </span>
 <span class="r-out co"><span class="r-pr">#&gt;</span>  iter    mu1_max.diff     ELBO_diff               ELBO</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    1       1.94e+00            Inf      -1.17846672186051746394e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    2       4.42e-01       4.05e+02      -1.13796024155407103535e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    3       7.87e-02       2.57e+01      -1.13539336660288754501e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    4       2.58e-02       2.82e+00      -1.13511145940660335327e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    5       1.32e-02       1.31e+00      -1.13498072323880351178e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    6       8.97e-03       7.79e-01      -1.13490277541913437744e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    7       7.04e-03       5.18e-01      -1.13485098888134161825e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    8       5.70e-03       3.70e-01      -1.13481397456728827819e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>    9       4.72e-03       2.79e-01      -1.13478605360439578362e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   10       3.99e-03       2.19e-01      -1.13476411019760143972e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   11       3.42e-03       1.78e-01      -1.13474630696575877664e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   12       2.97e-03       1.48e-01      -1.13473149527450568712e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   13       2.61e-03       1.26e-01      -1.13471892152355649159e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   14       2.32e-03       1.09e-01      -1.13470807097645320027e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   15       2.07e-03       9.49e-02      -1.13469857995247657527e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   16       1.87e-03       8.40e-02      -1.13469018398800035357e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   17       1.69e-03       7.50e-02      -1.13468268590668321849e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   18       1.57e-03       6.75e-02      -1.13467593542255581269e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   19       1.48e-03       6.12e-02      -1.13466981570112002373e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   20       1.40e-03       5.58e-02      -1.13466423427090303448e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   21       1.36e-03       5.12e-02      -1.13465911674013350421e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   22       1.36e-03       4.71e-02      -1.13465440236996946624e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   23       1.35e-03       4.36e-02      -1.13465004090367347089e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   24       1.32e-03       4.05e-02      -1.13464599026111482090e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   25       1.30e-03       3.78e-02      -1.13464221483868677751e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   26       1.26e-03       3.53e-02      -1.13463868423840194737e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   27       1.22e-03       3.31e-02      -1.13463537230474557873e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   28       1.18e-03       3.12e-02      -1.13463225638458152389e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   29       1.14e-03       2.94e-02      -1.13462931675035342778e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   30       1.09e-03       2.78e-02      -1.13462653614406572160e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   31       1.05e-03       2.64e-02      -1.13462389941154560802e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   32       1.00e-03       2.51e-02      -1.13462139320497190056e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   33       9.57e-04       2.39e-02      -1.13461900573764942237e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   34       9.13e-04       2.28e-02      -1.13461672657931958383e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   35       8.69e-04       2.18e-02      -1.13461454648335620732e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   36       8.27e-04       2.09e-02      -1.13461245723942793120e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   37       7.87e-04       2.01e-02      -1.13461045154679777625e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   38       7.48e-04       1.93e-02      -1.13460852290460861695e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   39       7.10e-04       1.86e-02      -1.13460666551632675692e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   40       6.75e-04       1.79e-02      -1.13460487420616536838e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   41       6.41e-04       1.73e-02      -1.13460314434572974278e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   42       6.09e-04       1.67e-02      -1.13460147178949864610e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   43       5.78e-04       1.62e-02      -1.13459985281798235519e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   44       5.50e-04       1.57e-02      -1.13459828408760222374e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   45       5.23e-04       1.52e-02      -1.13459676258648323710e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   46       4.97e-04       1.48e-02      -1.13459528559546197357e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   47       4.73e-04       1.43e-02      -1.13459385065370825032e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   48       4.51e-04       1.40e-02      -1.13459245552842985489e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   49       4.30e-04       1.36e-02      -1.13459109818820052169e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   50       4.11e-04       1.32e-02      -1.13458977677949133067e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   51       3.98e-04       1.29e-02      -1.13458848960604336753e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   52       3.85e-04       1.25e-02      -1.13458723511075259012e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   53       3.72e-04       1.22e-02      -1.13458601185977368004e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   54       3.61e-04       1.19e-02      -1.13458481852858749335e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   55       3.49e-04       1.16e-02      -1.13458365388979145791e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   56       3.38e-04       1.14e-02      -1.13458251680241428403e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   57       3.28e-04       1.11e-02      -1.13458140620256526745e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   58       3.18e-04       1.09e-02      -1.13458032109525793203e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   59       3.08e-04       1.06e-02      -1.13457926054725903668e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   60       2.99e-04       1.04e-02      -1.13457822368083907350e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   61       2.90e-04       1.01e-02      -1.13457720966830856923e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   62       2.82e-04       9.92e-03      -1.13457621772723759932e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   63       2.73e-04       9.71e-03      -1.13457524711627756915e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   64       2.66e-04       9.50e-03      -1.13457429713149795134e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   65       2.58e-04       9.30e-03      -1.13457336710317813413e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   66       2.51e-04       9.11e-03      -1.13457245639299435425e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   67       2.44e-04       8.92e-03      -1.13457156439154114196e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   68       2.37e-04       8.74e-03      -1.13457069051615508215e+04</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span>   69       2.30e-04       8.56e-03      -1.13456983420898977784e+04</span>
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+<span class="r-out co"><span class="r-pr">#&gt;</span>  162       1.15e-04       2.39e-03      -1.13452844313006080483e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  163       1.14e-04       2.37e-03      -1.13452820618044570438e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  164       1.13e-04       2.35e-03      -1.13452797162361894152e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  165       1.12e-04       2.32e-03      -1.13452773943041611346e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  166       1.11e-04       2.30e-03      -1.13452750957231546636e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  167       1.10e-04       2.28e-03      -1.13452728202141315705e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  168       1.09e-04       2.25e-03      -1.13452705675040469941e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  169       1.08e-04       2.23e-03      -1.13452683373255986226e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  170       1.07e-04       2.21e-03      -1.13452661294170702604e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  171       1.06e-04       2.19e-03      -1.13452639435220917221e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  172       1.05e-04       2.16e-03      -1.13452617793894787610e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  173       1.04e-04       2.14e-03      -1.13452596367730257043e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  174       1.03e-04       2.12e-03      -1.13452575154313508392e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  175       1.03e-04       2.10e-03      -1.13452554151276999619e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  176       1.02e-04       2.08e-03      -1.13452533356297917635e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  177       1.01e-04       2.06e-03      -1.13452512767096595780e+04</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span>  178       9.98e-05       2.04e-03      -1.13452492381434840354e+04</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Done!</span>
 <span class="r-out co"><span class="r-pr">#&gt;</span> Processing the outputs... Done!</span>
-<span class="r-out co"><span class="r-pr">#&gt;</span> mr.mash.rss successfully executed in 0.1818886 minutes!</span>
+<span class="r-out co"><span class="r-pr">#&gt;</span> mr.mash.rss successfully executed in 0.3205782 minutes!</span>
 <span class="r-in"><span></span></span>
 <span class="r-in"><span><span class="co"># Predict the multivariate outcomes in the test set using the fitted model.</span></span></span>
 <span class="r-in"><span><span class="va">Ytest_est</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/stats/predict.html" class="external-link">predict</a></span><span class="op">(</span><span class="va">fit</span>,<span class="va">Xtest</span><span class="op">)</span></span></span>
diff --git a/docs/reference/predict.mr.mash.html b/docs/reference/predict.mr.mash.html
index a6450c1..9b74ce4 100644
--- a/docs/reference/predict.mr.mash.html
+++ b/docs/reference/predict.mr.mash.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">mr.mash.alpha</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.21</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
       </span>
     </div>
 
diff --git a/docs/reference/predict.mr.mash.rss.html b/docs/reference/predict.mr.mash.rss.html
index 0cbf7ce..463e29b 100644
--- a/docs/reference/predict.mr.mash.rss.html
+++ b/docs/reference/predict.mr.mash.rss.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">mr.mash.alpha</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.21</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
       </span>
     </div>
 
diff --git a/docs/reference/simulate_mr_mash_data.html b/docs/reference/simulate_mr_mash_data.html
index dabdf2e..8e4ba51 100644
--- a/docs/reference/simulate_mr_mash_data.html
+++ b/docs/reference/simulate_mr_mash_data.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">mr.mash.alpha</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.21</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">0.3.24</span>
       </span>
     </div>