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acpennlab · Jan 9, 2024 · 9d7e5a3 · 9d7e5a3
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diff --git a/README.md b/README.md
@@ -59,7 +59,7 @@ In Octave only, you can get a basic overview of the package and it's functions b
 
 ### Quick start
 
-Below are some links to some demonstrations on how to perform the equivalent of commonly used statistical tests using the bootstrap or randomization functions from this package:  
+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:  
 
  * [t-test to compare two independent samples (assuming equal variances)](https://gnu-octave.github.io/statistics-resampling/function/boot1way.html#1)  
 

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 |    +0.5349 |      +1.04 |     .303 |
+|          1 |          2 |          1 |    -0.2285 |      -0.44 |     .637 |
 
 -----------------------------------------------------------------------------
 |    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 |    -0.8245 |      -1.01 |     .248 |
+|          1 |          2 |          1 |    -0.8303 |      -1.01 |     .192 |
 
 -----------------------------------------------------------------------------
 |    GROUP # |                                       GROUP label |        N |

diff --git a/docs/function/bootclust.html b/docs/function/bootclust.html
@@ -170,11 +170,11 @@ <h3><a name="1">Demonstration 1</a></h3>
  Resampling method: Balanced, bootstrap cluster resampling 
  Number of resamples: 1999 
  Confidence interval (CI) type: Expanded bias-corrected and accelerated (BCa) 
- Nominal coverage (and the percentiles used): 95% (1.0%, 97.2%)
+ Nominal coverage (and the percentiles used): 95% (1.1%, 97.2%)
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +29.65       -7.105e-15   +2.571       +23.47       +34.37</pre>
+ +29.65       -3.197e-14   +2.564       +23.43       +34.48</pre>
 </div>
 
 <h3><a name="2">Demonstration 2</a></h3>
@@ -200,11 +200,11 @@ <h3><a name="2">Demonstration 2</a></h3>
  Resampling method: Balanced, bootstrap cluster resampling 
  Number of resamples: 1999 
  Confidence interval (CI) type: Expanded bias-corrected and accelerated (BCa) 
- Nominal coverage (and the percentiles used): 95% (1.0%, 98.6%)
+ Nominal coverage (and the percentiles used): 95% (1.1%, 98.7%)
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +29.65       -0.02817     +2.924       +22.64       +35.92</pre>
+ +29.65       -0.02999     +2.920       +22.64       +35.86</pre>
 </div>
 
 <h3><a name="3">Demonstration 3</a></h3>
@@ -232,7 +232,7 @@ <h3><a name="3">Demonstration 3</a></h3>
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +171.5       -6.414       +41.56       +97.48       +235.6</pre>
+ +171.5       -6.379       +42.98       +96.61       +239.1</pre>
 </div>
 
 <h3><a name="4">Demonstration 4</a></h3>
@@ -262,7 +262,7 @@ <h3><a name="4">Demonstration 4</a></h3>
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +171.5       -9.188       +33.94       +104.4       +216.2</pre>
+ +171.5       -9.524       +33.03       +106.0       +215.4</pre>
 </div>
 
 <h3><a name="5">Demonstration 5</a></h3>
@@ -285,11 +285,11 @@ <h3><a name="5">Demonstration 5</a></h3>
  Resampling method: Balanced, bootstrap cluster resampling 
  Number of resamples: 1999 
  Confidence interval (CI) type: Bias-corrected and accelerated (BCa) 
- Nominal coverage (and the percentiles used): 90% (10.7%, 98.4%)
+ Nominal coverage (and the percentiles used): 90% (12.6%, 98.8%)
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +171.5       -6.206       +41.36       +113.7       +256.0</pre>
+ +171.5       -6.608       +42.24       +117.3       +267.8</pre>
 </div>
 
 <h3><a name="6">Demonstration 6</a></h3>
@@ -314,11 +314,11 @@ <h3><a name="6">Demonstration 6</a></h3>
  Resampling method: Balanced, bootstrap cluster resampling 
  Number of resamples: 1999 
  Confidence interval (CI) type: Bias-corrected and accelerated (BCa) 
- Nominal coverage (and the percentiles used): 90% (12.7%, 98.6%)
+ Nominal coverage (and the percentiles used): 90% (13.7%, 98.8%)
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +171.5       -9.686       +34.23       +121.6       +233.6</pre>
+ +171.5       -9.512       +33.09       +125.0       +231.3</pre>
 </div>
 
 <h3><a name="7">Demonstration 7</a></h3>
@@ -344,8 +344,8 @@ <h3><a name="7">Demonstration 7</a></h3>
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +0.2822      +0.008981    +0.2373      -0.1312      +0.6504    
- +0.1950      -0.005956    +0.1778      -0.09663     +0.4835</pre>
+ -0.07649     +0.007409    +0.1929      -0.4547      +0.1901    
+ -0.1326      +0.0007516   +0.2012      -0.4808      +0.1810</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  
- -0.1759      +0.02703     +0.2712      -0.6646      +0.2299    
- -0.3092      +0.02217     +0.3887      -0.9613      +0.3183</pre>
+ -0.2704      +0.02873     +0.1514      -0.4948      -0.009047  
+ +0.3871      -0.09639     +0.3719      -0.5867      +0.7257</pre>
 </div>
 
 <h3><a name="9">Demonstration 9</a></h3>
@@ -400,11 +400,11 @@ <h3><a name="9">Demonstration 9</a></h3>
  Resampling method: Balanced, bootstrap cluster resampling 
  Number of resamples: 1999 
  Confidence interval (CI) type: Bias-corrected and accelerated (BCa) 
- Nominal coverage (and the percentiles used): 95% (1.9%, 96.9%)
+ Nominal coverage (and the percentiles used): 95% (1.8%, 96.8%)
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +0.7764      -0.02490     +0.1436      +0.4011      +0.9949</pre>
+ +0.7764      -0.02391     +0.1409      +0.4128      +0.9919</pre>
 </div>
 
 <p>Package: <a href="../index.html">statistics-resampling</a></p>

diff --git a/docs/function/bootknife.html b/docs/function/bootknife.html
@@ -223,11 +223,11 @@ <h3><a name="1">Demonstration 1</a></h3>
  Number of resamples (outer): 1999 
  Number of resamples (inner): 0 
  Confidence interval (CI) type: Expanded bias-corrected and accelerated (BCa) 
- Nominal coverage (and the percentiles used): 95% (1.4%, 97.4%)
+ Nominal coverage (and the percentiles used): 95% (1.3%, 97.2%)
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +29.65       -4.619e-14   +2.674       +23.66       +34.69</pre>
+ +29.65       -2.842e-14   +2.695       +23.35       +34.56</pre>
 </div>
 
 <h3><a name="2">Demonstration 2</a></h3>
@@ -253,11 +253,11 @@ <h3><a name="2">Demonstration 2</a></h3>
  Number of resamples (outer): 1999 
  Number of resamples (inner): 199 
  Confidence interval (CI) type: Calibrated percentile
- Nominal coverage (and the percentiles used): 95% (1.1%, 97.2%)
+ Nominal coverage (and the percentiles used): 95% (0.9%, 98.1%)
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +29.65       +1.776e-14   +2.699       +23.53       +34.56</pre>
+ +29.65       -1.208e-13   +2.797       +22.95       +35.05</pre>
 </div>
 
 <h3><a name="3">Demonstration 3</a></h3>
@@ -284,11 +284,11 @@ <h3><a name="3">Demonstration 3</a></h3>
  Number of resamples (outer): 1999 
  Number of resamples (inner): 199 
  Confidence interval (CI) type: Calibrated percentile
- Nominal coverage (and the percentiles used): 95% (2.4%, 98.2%)
+ Nominal coverage (and the percentiles used): 95% (3.0%, 97.7%)
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +30.86       -0.03345     +2.850       +24.65       +36.91</pre>
+ +30.86       -0.006010    +2.849       +25.06       +36.65</pre>
 </div>
 
 <h3><a name="4">Demonstration 4</a></h3>
@@ -317,7 +317,7 @@ <h3><a name="4">Demonstration 4</a></h3>
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +171.5       -6.938       +42.95       +96.71       +237.8</pre>
+ +171.5       -6.829       +43.16       +95.97       +237.3</pre>
 </div>
 
 <h3><a name="5">Demonstration 5</a></h3>
@@ -341,11 +341,11 @@ <h3><a name="5">Demonstration 5</a></h3>
  Number of resamples (outer): 1999 
  Number of resamples (inner): 0 
  Confidence interval (CI) type: Bias-corrected and accelerated (BCa) 
- Nominal coverage (and the percentiles used): 90% (13.3%, 98.9%)
+ Nominal coverage (and the percentiles used): 90% (13.1%, 98.9%)
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +171.5       -6.545       +42.93       +117.7       +271.8</pre>
+ +171.5       -7.292       +43.98       +114.3       +272.9</pre>
 </div>
 
 <h3><a name="6">Demonstration 6</a></h3>
@@ -372,11 +372,11 @@ <h3><a name="6">Demonstration 6</a></h3>
  Number of resamples (outer): 1999 
  Number of resamples (inner): 199 
  Confidence interval (CI) type: Calibrated percentile (equal-tailed)
- Nominal coverage (and the percentiles used): 90% (2.6%, 97.4%)
+ Nominal coverage (and the percentiles used): 90% (2.3%, 97.7%)
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +171.5       -6.888       +45.39       +83.66       +250.1</pre>
+ +171.5       -6.601       +45.18       +87.67       +255.0</pre>
 </div>
 
 <h3><a name="7">Demonstration 7</a></h3>
@@ -402,11 +402,11 @@ <h3><a name="7">Demonstration 7</a></h3>
  Number of resamples (outer): 1999 
  Number of resamples (inner): 199 
  Confidence interval (CI) type: Calibrated percentile
- Nominal coverage (and the percentiles used): 90% (12.1%, 99.5%)
+ Nominal coverage (and the percentiles used): 90% (12.9%, 99.5%)
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +171.5       -7.678       +44.20       +114.0       +277.0</pre>
+ +171.5       -7.575       +44.09       +115.1       +283.2</pre>
 </div>
 
 <h3><a name="8">Demonstration 8</a></h3>
@@ -433,8 +433,8 @@ <h3><a name="8">Demonstration 8</a></h3>
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- -0.2976      -0.02200     +0.2404      -0.6931      +0.08589   
- +0.2854      +0.06004     +0.3094      -0.1592      +0.8020</pre>
+ -0.1255      -0.001803    +0.2679      -0.5396      +0.3417    
+ +0.03417     +0.02389     +0.2090      -0.2814      +0.3884</pre>
 </div>
 
 <h3><a name="9">Demonstration 9</a></h3>
@@ -461,11 +461,11 @@ <h3><a name="9">Demonstration 9</a></h3>
  Number of resamples (outer): 1999 
  Number of resamples (inner): 0 
  Confidence interval (CI) type: Bias-corrected and accelerated (BCa) 
- Nominal coverage (and the percentiles used): 95% (0.5%, 93.5%)
+ Nominal coverage (and the percentiles used): 95% (0.6%, 93.8%)
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- +0.7764      -0.007956    +0.1380      +0.3146      +0.9468</pre>
+ +0.7764      -0.005985    +0.1371      +0.3509      +0.9502</pre>
 </div>
 
 <h3><a name="10">Demonstration 10</a></h3>
@@ -577,13 +577,13 @@ <h3><a name="10">Demonstration 10</a></h3>
 
 Bootstrap Statistics: 
  original     bias         std_error    CI_lower     CI_upper  
- -16.69       -0.5227      +2.108       -20.27       -12.48     
- -11.72       -0.3645      +1.850       -14.98       -8.003     
- -8.061       -0.2629      +1.756       -11.25       -4.436     
- +0.1048      +0.005499    +0.09200     -0.08304     +0.2818    
- +0.01034     +0.0007184   +0.006770    -0.001595    +0.02395   
- +0.06452     +0.002318    +0.01672     +0.03116     +0.09602   
- +0.001664    +6.690e-06   +0.0007557   +0.0001953   +0.003135</pre>
+ -16.69       -0.5168      +2.137       -20.46       -12.24     
+ -11.72       -0.3592      +1.862       -15.08       -7.883     
+ -8.061       -0.2570      +1.768       -11.39       -4.467     
+ +0.1048      +0.005554    +0.09117     -0.07452     +0.2804    
+ +0.01034     +0.0007293   +0.006650    -0.002291    +0.02328   
+ +0.06452     +0.002379    +0.01689     +0.03089     +0.09543   
+ +0.001664    +1.194e-06   +0.0007440   +0.0002257   +0.003140</pre>
 </div>
 
 <h3><a name="11">Demonstration 11</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 = 0.0025 so reject the null hypothesisthat there is 1 mode
+ans = H1 is 1 with p = 0.0005 so reject the null hypothesisthat there is 1 mode
 
-ans = H2 is 0 with p = 0.315 so accept the null hypothesis that there are 2 modes</pre>
+ans = H2 is 0 with p = 0.323 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/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
diff --git a/docs/readme.html b/docs/readme.html
@@ -119,9 +119,9 @@ <h3 id="usage">Usage</h3>
 functions and programming in Octave at the <a
 href="https://octave.discourse.group/c/help/6">discourse group</a>.</p>
 <h3 id="quick-start">Quick start</h3>
-<p>Below are some links to some demonstrations on how to perform the
-equivalent of commonly used statistical tests using the bootstrap or
-randomization functions from this package:</p>
+<p>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:</p>
 <ul>
 <li><p><a
 href="https://gnu-octave.github.io/statistics-resampling/function/boot1way.html#1">t-test