Merge branch 'gnu-octave:master' into master

acpennlab · Jan 9, 2024 · cd6d441 · cd6d441
2 parents 90a698e + ff0cf13
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diff --git a/README.md b/README.md
@@ -51,31 +51,31 @@ To install (or test) the statistics-resampling package at a location of your cho
 
 ### Usage
 
-All help and demos are documented on the ['Function Reference'](https://gnu-octave.github.io/statistics-resampling/function_reference) page in the [manual](https://gnu-octave.github.io/statistics-resampling/). If you do not see the navigation pane on the manual web pages, please enable javascript in your browser.
-
+All help and demos are documented on the ['Function Reference'](https://gnu-octave.github.io/statistics-resampling/function_reference) page in the [manual](https://gnu-octave.github.io/statistics-resampling/). If you do not see the navigation pane on the manual web pages, please enable javascript in your browser. If you need help with using any of the functions in this package, please post your questions on the [discussions page](https://github.com/gnu-octave/statistics-resampling/discussions).  
+  
 Function help can also be requested directly from the Octave/MATLAB command prompt, by typing `help function-name` - substituting in the actual function name.
 
 In Octave only, you can get a basic overview of the package and it's functions by typing: `pkg describe -verbose statistics-resampling`, or request demonstrations of function usage by typing `demo function-name`. Users can also request help with using functions and programming in Octave at the [discourse group](https://octave.discourse.group/c/help/6).  
 
 ### Quick start
 
-Below are some links to demonstrations of how the bootstrap or randomization functions from this package can be used to perform robust versions of commonly used statistical tests:  
+Below are some links to demonstrations of how the bootstrap or randomization functions from this package can be used to perform variants of the commonly used statistical tests below, but without the Normality assumption:  
 
  * [t-test to compare two independent samples (assuming equal variances)](https://gnu-octave.github.io/statistics-resampling/function/boot1way.html#1)  
 
  * [t-test to compare two independent samples (assuming equal variances but robust to outliers)](https://gnu-octave.github.io/statistics-resampling/function/boot1way.html#2)  
 
  * [t-test to compare two independent samples (not assuming equal variances)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#1)  
 
- * [t-test to compare two paired or matching samples (robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#2)  
+ * [t-test to compare two paired or matching samples (also robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#2)  
 
- * [One-way ANOVA to compare more than two independent samples (robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#3)  
+ * [One-way ANOVA to compare more than two independent samples (also robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#3)  
 
- * [Nested one-way ANOVA to compare more than two independent samples (robust to heteroscedasticity and grouping of observations)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#11)  
+ * [Nested one-way ANOVA to compare more than two independent samples (also robust to heteroscedasticity and grouping of observations)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#11)  
 
- * [Two-way factorial ANOVA (robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#6)  
+ * [Two-way factorial ANOVA (also robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#6)  
 
- * [One-way ANCOVA (robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#7)  
+ * [One-way ANCOVA (also robust to heteroscedasticity)](https://gnu-octave.github.io/statistics-resampling/function/bootlm.html#7)  
 
 ### Issues
 

diff --git a/docs/function/boot.html b/docs/function/boot.html
@@ -118,15 +118,15 @@ <h3><a name="1">Demonstration 1</a></h3>
 
  Columns 1 through 12:
 
-            2            2            3            3            1            1            2            2            3            2            2            3
-            2            3            3            2            1            1            1            2            3            3            3            1
-            3            2            3            3            2            2            2            1            3            3            1            1
+            3            3            1            2            1            3            2            3            2            1            1            3
+            3            3            1            2            1            1            1            2            3            1            1            2
+            3            2            2            3            2            2            2            1            3            1            2            3
 
  Columns 13 through 20:
 
-            3            1            3            2            1            2            3            1
-            1            2            3            3            2            1            1            2
-            1            1            2            1            2            1            3            1</pre>
+            2            1            3            3            2            2            2            3
+            1            2            3            3            1            1            3            1
+            2            3            2            1            1            1            3            2</pre>
 </div>
 
 <h3><a name="2">Demonstration 2</a></h3>
@@ -141,15 +141,15 @@ <h3><a name="2">Demonstration 2</a></h3>
 
  Columns 1 through 12:
 
-            3            3            2            3            1            2            2            1            1            3            3            1
-            2            1            1            2            1            1            3            1            1            3            3            2
-            2            3            1            3            3            2            3            1            1            3            3            1
+            3            3            1            3            3            2            2            1            1            2            1            1
+            2            1            2            3            3            2            3            3            1            3            1            1
+            3            3            1            2            1            2            2            1            1            2            3            2
 
  Columns 13 through 20:
 
-            2            3            2            2            1            2            2            3
-            3            1            1            3            1            2            2            2
-            3            3            1            2            1            2            2            2</pre>
+            3            3            1            3            1            2            2            1
+            3            3            2            3            1            2            2            1
+            2            1            2            2            3            2            3            1</pre>
 </div>
 
 <h3><a name="3">Demonstration 3</a></h3>

diff --git a/docs/function/boot1way.html b/docs/function/boot1way.html
@@ -528,7 +528,7 @@ <h3><a name="7">Demonstration 7</a></h3>
 -----------------------------------------------------------------------------
 | Comparison |     Test # |      Ref # | Difference |          t |        p |
 |------------|------------|------------|------------|------------|----------|
-|          1 |          2 |          1 |    -0.2285 |      -0.44 |     .637 |
+|          1 |          2 |          1 |    +0.5927 |      +1.34 |     .192 |
 
 -----------------------------------------------------------------------------
 |    GROUP # |                                       GROUP label |        N |
@@ -573,7 +573,7 @@ <h3><a name="8">Demonstration 8</a></h3>
 -----------------------------------------------------------------------------
 | Comparison |     Test # |      Ref # | Difference |          t |        p |
 |------------|------------|------------|------------|------------|----------|
-|          1 |          2 |          1 |    -0.8303 |      -1.01 |     .192 |
+|          1 |          2 |          1 |   +0.06620 |      +0.14 |     .820 |
 
 -----------------------------------------------------------------------------
 |    GROUP # |                                       GROUP label |        N |

diff --git a/docs/function/bootci.html b/docs/function/bootci.html
@@ -184,8 +184,8 @@ <h3><a name="1">Demonstration 1</a></h3>
 <p>Produces the following output</p>
 <pre class="example">ci =
 
-       23.616
-       34.358</pre>
+       23.825
+       34.411</pre>
 </div>
 
 <h3><a name="2">Demonstration 2</a></h3>
@@ -204,8 +204,8 @@ <h3><a name="2">Demonstration 2</a></h3>
 <p>Produces the following output</p>
 <pre class="example">ci =
 
-       23.975
-       34.269</pre>
+       23.462
+       34.651</pre>
 </div>
 
 <h3><a name="3">Demonstration 3</a></h3>
@@ -225,8 +225,8 @@ <h3><a name="3">Demonstration 3</a></h3>
 <p>Produces the following output</p>
 <pre class="example">ci =
 
-        25.04
-       36.477</pre>
+       24.811
+       36.698</pre>
 </div>
 
 <h3><a name="4">Demonstration 4</a></h3>
@@ -243,8 +243,8 @@ <h3><a name="4">Demonstration 4</a></h3>
 <p>Produces the following output</p>
 <pre class="example">ci =
 
-       96.629
-       235.91</pre>
+       100.29
+        233.9</pre>
 </div>
 
 <h3><a name="5">Demonstration 5</a></h3>
@@ -261,8 +261,8 @@ <h3><a name="5">Demonstration 5</a></h3>
 <p>Produces the following output</p>
 <pre class="example">ci =
 
-       117.01
-       260.73</pre>
+        116.4
+       265.89</pre>
 </div>
 
 <h3><a name="6">Demonstration 6</a></h3>
@@ -282,8 +282,8 @@ <h3><a name="6">Demonstration 6</a></h3>
 <p>Produces the following output</p>
 <pre class="example">ci =
 
-       108.55
-       297.71</pre>
+       106.75
+       290.95</pre>
 </div>
 
 <h3><a name="7">Demonstration 7</a></h3>
@@ -303,8 +303,8 @@ <h3><a name="7">Demonstration 7</a></h3>
 <p>Produces the following output</p>
 <pre class="example">ci =
 
-       111.53
-       268.13</pre>
+       115.81
+       278.35</pre>
 </div>
 
 <h3><a name="8">Demonstration 8</a></h3>
@@ -325,8 +325,8 @@ <h3><a name="8">Demonstration 8</a></h3>
 <p>Produces the following output</p>
 <pre class="example">ci =
 
-      0.50501
-      0.86333</pre>
+      0.51674
+        0.873</pre>
 </div>
 
 <h3><a name="9">Demonstration 9</a></h3>
@@ -431,13 +431,13 @@ <h3><a name="9">Demonstration 9</a></h3>
 <p>Produces the following output</p>
 <pre class="example">ans =
 
-       -16.69      -20.555      -12.325
-      -11.721      -15.104       -7.907
-      -8.0606      -11.244      -4.3564
-      0.10476    -0.081023      0.28225
-     0.010336   -0.0032993     0.022647
-      0.06452     0.033083     0.095608
-    0.0016638   0.00017173    0.0031554</pre>
+       -16.69      -20.526      -12.642
+      -11.721      -15.188      -8.0851
+      -8.0606      -11.299      -4.6596
+      0.10476    -0.062295      0.28823
+     0.010336     -0.00273     0.023016
+      0.06452     0.033493     0.094721
+    0.0016638   0.00019837    0.0031828</pre>
 </div>
 
 <h3><a name="10">Demonstration 10</a></h3>

diff --git a/docs/function/bootclust.html b/docs/function/bootclust.html
@@ -344,8 +344,8 @@ <h3><a name="7">Demonstration 7</a></h3>
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- -0.07649     +0.007409    +0.1929      -0.4547      +0.1901    
- -0.1326      +0.0007516   +0.2012      -0.4808      +0.1810</pre>
+ -0.09767     -0.02694     +0.2484      -0.4705      +0.3481    
+ -0.1495      -0.02999     +0.2569      -0.5599      +0.2306</pre>
 </div>
 
 <h3><a name="8">Demonstration 8</a></h3>
@@ -372,8 +372,8 @@ <h3><a name="8">Demonstration 8</a></h3>
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- -0.2704      +0.02873     +0.1514      -0.4948      -0.009047  
- +0.3871      -0.09639     +0.3719      -0.5867      +0.7257</pre>
+ -0.07584     -0.03771     +0.2730      -0.5805      +0.2926    
+ -0.05457     -0.05267     +0.3563      -0.6070      +0.5813</pre>
 </div>
 
 <h3><a name="9">Demonstration 9</a></h3>

diff --git a/docs/function/bootknife.html b/docs/function/bootknife.html
@@ -433,8 +433,8 @@ <h3><a name="8">Demonstration 8</a></h3>
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- -0.1255      -0.001803    +0.2679      -0.5396      +0.3417    
- +0.03417     +0.02389     +0.2090      -0.2814      +0.3884</pre>
+ +0.4165      -0.01155     +0.2633      +0.007875    +0.8868    
+ -0.3700      +0.01114     +0.2749      -0.8682      +0.04576</pre>
 </div>
 
 <h3><a name="9">Demonstration 9</a></h3>

diff --git a/docs/function/bootmode.html b/docs/function/bootmode.html
@@ -149,9 +149,9 @@ <h3><a name="1">Demonstration 1</a></h3>
 <p>Produces the following output</p>
 <pre class="example">ans = Summary of results:
 
-ans = H1 is 1 with p = 0.0005 so reject the null hypothesisthat there is 1 mode
+ans = H1 is 1 with p = 0.001 so reject the null hypothesisthat there is 1 mode
 
-ans = H2 is 0 with p = 0.323 so accept the null hypothesis that there are 2 modes</pre>
+ans = H2 is 0 with p = 0.327 so accept the null hypothesis that there are 2 modes</pre>
 </div>
 
 <p>Package: <a href="../index.html">statistics-resampling</a></p>

diff --git a/docs/function/bootstrp.html b/docs/function/bootstrp.html
@@ -105,58 +105,58 @@ <h3><a name="1">Demonstration 1</a></h3>
 <p>Produces the following output</p>
 <pre class="example">bootstat =
 
-       30.385
-       26.577
-       32.962
-       26.885
+       31.077
+       26.615
+       29.731
+       29.231
+       27.885
        28.962
-       27.385
+       29.231
+       28.654
+       35.615
+       27.654
+       26.462
+       30.885
+       31.731
+       29.615
+       28.308
        29.538
-       28.615
-       36.269
+       29.923
+       30.115
+       32.538
+       28.962
+       31.385
+       25.231
+       30.154
+       26.115
+       25.231
+       25.962
+       33.654
+       33.269
+       31.154
+       34.385
+       30.962
+       30.808
        29.192
-       36.192
-       35.346
-       30.923
-       31.423
+       29.038
+       25.769
+       30.192
        30.231
-       25.692
-       28.577
-       27.038
-       26.269
-       31.423
-       30.154
-       29.654
-       28.577
-       32.154
-       28.385
-       32.615
-       24.846
-       32.269
-       25.577
-       29.615
-       26.923
-       27.038
-       26.731
-       33.923
-       31.962
-       26.538
-       26.846
-       29.769
-           27
-       26.731
-       29.231
-       30.885
-       31.077
-           30
-       29.115
-       31.769
-       32.423
-       30.692
-       29.231
-       31.077
+       28.192
+       28.808
+       31.269
+       27.692
+       28.231
+       32.346
+       31.385
+         28.5
+       31.038
+       28.192
+       33.308
+       30.231
+       28.038
 
-ans = 2.7164</pre>
+ans = 2.3366</pre>
 </div>
 
 <p>Package: <a href="../index.html">statistics-resampling</a></p>

diff --git a/docs/function/images/boot1way_701.png b/docs/function/images/boot1way_701.png
diff --git a/docs/function/images/boot1way_801.png b/docs/function/images/boot1way_801.png