From bfbf03caced62825437865cfa63b5e8d3d3d5bf6 Mon Sep 17 00:00:00 2001 From: acp29 Date: Tue, 9 Jan 2024 13:02:55 +0000 Subject: [PATCH 1/2] updated readme to include link to discussions page in GitHub --- README.md | 4 +- docs/function/boot.html | 24 +++---- docs/function/boot1way.html | 4 +- docs/function/bootci.html | 46 ++++++------- docs/function/bootclust.html | 32 ++++----- docs/function/bootknife.html | 48 ++++++------- docs/function/bootmode.html | 4 +- docs/function/bootstrp.html | 94 +++++++++++++------------- docs/function/images/boot1way_701.png | Bin 24383 -> 24889 bytes docs/function/images/boot1way_801.png | Bin 24823 -> 24816 bytes docs/readme.html | 5 +- 11 files changed, 132 insertions(+), 129 deletions(-) diff --git a/README.md b/README.md index 50c2a881..2b710fae 100755 --- a/README.md +++ b/README.md @@ -51,8 +51,8 @@ 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). diff --git a/docs/function/boot.html b/docs/function/boot.html index 0f77793c..5e9982a0 100644 --- a/docs/function/boot.html +++ b/docs/function/boot.html @@ -118,15 +118,15 @@

Demonstration 1

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 + 2 1 3 3 2 2 2 3 + 1 2 3 3 1 1 3 1 + 2 3 2 1 1 1 3 2

Demonstration 2

@@ -141,15 +141,15 @@

Demonstration 2

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 + 3 3 1 3 1 2 2 1 + 3 3 2 3 1 2 2 1 + 2 1 2 2 3 2 3 1

Demonstration 3

diff --git a/docs/function/boot1way.html b/docs/function/boot1way.html index ad8c3ab9..f7879a89 100644 --- a/docs/function/boot1way.html +++ b/docs/function/boot1way.html @@ -528,7 +528,7 @@

Demonstration 7

----------------------------------------------------------------------------- | Comparison | Test # | Ref # | Difference | t | p | |------------|------------|------------|------------|------------|----------| -| 1 | 2 | 1 | -0.2285 | -0.44 | .637 | +| 1 | 2 | 1 | -0.9299 | -2.19 | .083 | ----------------------------------------------------------------------------- | GROUP # | GROUP label | N | @@ -573,7 +573,7 @@

Demonstration 8

----------------------------------------------------------------------------- | Comparison | Test # | Ref # | Difference | t | p | |------------|------------|------------|------------|------------|----------| -| 1 | 2 | 1 | -0.8303 | -1.01 | .192 | +| 1 | 2 | 1 | -0.6290 | -0.95 | .322 | ----------------------------------------------------------------------------- | GROUP # | GROUP label | N | diff --git a/docs/function/bootci.html b/docs/function/bootci.html index 54f5c27d..075722e7 100644 --- a/docs/function/bootci.html +++ b/docs/function/bootci.html @@ -184,8 +184,8 @@

Demonstration 1

Produces the following output

ci =
 
-       23.616
-       34.358
+ 23.825 + 34.411

Demonstration 2

@@ -204,8 +204,8 @@

Demonstration 2

Produces the following output

ci =
 
-       23.975
-       34.269
+ 23.462 + 34.651

Demonstration 3

@@ -225,8 +225,8 @@

Demonstration 3

Produces the following output

ci =
 
-        25.04
-       36.477
+ 24.811 + 36.698

Demonstration 4

@@ -243,8 +243,8 @@

Demonstration 4

Produces the following output

ci =
 
-       96.629
-       235.91
+ 100.29 + 233.9

Demonstration 5

@@ -261,8 +261,8 @@

Demonstration 5

Produces the following output

ci =
 
-       117.01
-       260.73
+ 116.4 + 265.89

Demonstration 6

@@ -282,8 +282,8 @@

Demonstration 6

Produces the following output

ci =
 
-       108.55
-       297.71
+ 106.75 + 290.95

Demonstration 7

@@ -303,8 +303,8 @@

Demonstration 7

Produces the following output

ci =
 
-       111.53
-       268.13
+ 115.81 + 278.35

Demonstration 8

@@ -325,8 +325,8 @@

Demonstration 8

Produces the following output

ci =
 
-      0.50501
-      0.86333
+ 0.51674 + 0.873

Demonstration 9

@@ -431,13 +431,13 @@

Demonstration 9

Produces the following output

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
+ -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

Demonstration 10

diff --git a/docs/function/bootclust.html b/docs/function/bootclust.html index 7007772c..f4bbcc2a 100644 --- a/docs/function/bootclust.html +++ b/docs/function/bootclust.html @@ -170,11 +170,11 @@

Demonstration 1

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% (1.1%, 97.2%) + Nominal coverage (and the percentiles used): 95% (1.0%, 97.2%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +29.65 -3.197e-14 +2.564 +23.43 +34.48 + +29.65 -7.105e-15 +2.571 +23.47 +34.37

Demonstration 2

@@ -200,11 +200,11 @@

Demonstration 2

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% (1.1%, 98.7%) + Nominal coverage (and the percentiles used): 95% (1.0%, 98.6%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +29.65 -0.02999 +2.920 +22.64 +35.86 + +29.65 -0.02817 +2.924 +22.64 +35.92

Demonstration 3

@@ -232,7 +232,7 @@

Demonstration 3

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -6.379 +42.98 +96.61 +239.1 + +171.5 -6.414 +41.56 +97.48 +235.6

Demonstration 4

@@ -262,7 +262,7 @@

Demonstration 4

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -9.524 +33.03 +106.0 +215.4 + +171.5 -9.188 +33.94 +104.4 +216.2

Demonstration 5

@@ -285,11 +285,11 @@

Demonstration 5

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% (12.6%, 98.8%) + Nominal coverage (and the percentiles used): 90% (10.7%, 98.4%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -6.608 +42.24 +117.3 +267.8 + +171.5 -6.206 +41.36 +113.7 +256.0

Demonstration 6

@@ -314,11 +314,11 @@

Demonstration 6

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% (13.7%, 98.8%) + Nominal coverage (and the percentiles used): 90% (12.7%, 98.6%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -9.512 +33.09 +125.0 +231.3 + +171.5 -9.686 +34.23 +121.6 +233.6

Demonstration 7

@@ -344,8 +344,8 @@

Demonstration 7

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 + -0.07256 +0.01379 +0.2152 -0.4556 +0.2506 + -0.02682 +0.01024 +0.2075 -0.3029 +0.4062

Demonstration 8

@@ -372,8 +372,8 @@

Demonstration 8

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 + +0.1431 +0.01975 +0.2204 -0.2553 +0.4740 + -0.4819 -0.003192 +0.1504 -0.6087 +0.1700

Demonstration 9

@@ -400,11 +400,11 @@

Demonstration 9

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% (1.8%, 96.8%) + Nominal coverage (and the percentiles used): 95% (1.9%, 96.9%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +0.7764 -0.02391 +0.1409 +0.4128 +0.9919 + +0.7764 -0.02490 +0.1436 +0.4011 +0.9949

Package: statistics-resampling

diff --git a/docs/function/bootknife.html b/docs/function/bootknife.html index 8221cd12..32b96193 100644 --- a/docs/function/bootknife.html +++ b/docs/function/bootknife.html @@ -223,11 +223,11 @@

Demonstration 1

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% (1.3%, 97.2%) + Nominal coverage (and the percentiles used): 95% (1.4%, 97.4%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +29.65 -2.842e-14 +2.695 +23.35 +34.56 + +29.65 -4.619e-14 +2.674 +23.66 +34.69

Demonstration 2

@@ -253,11 +253,11 @@

Demonstration 2

Number of resamples (outer): 1999 Number of resamples (inner): 199 Confidence interval (CI) type: Calibrated percentile - Nominal coverage (and the percentiles used): 95% (0.9%, 98.1%) + Nominal coverage (and the percentiles used): 95% (1.1%, 97.2%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +29.65 -1.208e-13 +2.797 +22.95 +35.05 + +29.65 +1.776e-14 +2.699 +23.53 +34.56

Demonstration 3

@@ -284,11 +284,11 @@

Demonstration 3

Number of resamples (outer): 1999 Number of resamples (inner): 199 Confidence interval (CI) type: Calibrated percentile - Nominal coverage (and the percentiles used): 95% (3.0%, 97.7%) + Nominal coverage (and the percentiles used): 95% (2.4%, 98.2%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +30.86 -0.006010 +2.849 +25.06 +36.65 + +30.86 -0.03345 +2.850 +24.65 +36.91

Demonstration 4

@@ -317,7 +317,7 @@

Demonstration 4

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -6.829 +43.16 +95.97 +237.3 + +171.5 -6.938 +42.95 +96.71 +237.8

Demonstration 5

@@ -341,11 +341,11 @@

Demonstration 5

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% (13.1%, 98.9%) + Nominal coverage (and the percentiles used): 90% (13.3%, 98.9%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -7.292 +43.98 +114.3 +272.9 + +171.5 -6.545 +42.93 +117.7 +271.8

Demonstration 6

@@ -372,11 +372,11 @@

Demonstration 6

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% (2.3%, 97.7%) + Nominal coverage (and the percentiles used): 90% (2.6%, 97.4%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -6.601 +45.18 +87.67 +255.0 + +171.5 -6.888 +45.39 +83.66 +250.1

Demonstration 7

@@ -402,11 +402,11 @@

Demonstration 7

Number of resamples (outer): 1999 Number of resamples (inner): 199 Confidence interval (CI) type: Calibrated percentile - Nominal coverage (and the percentiles used): 90% (12.9%, 99.5%) + Nominal coverage (and the percentiles used): 90% (12.1%, 99.5%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -7.575 +44.09 +115.1 +283.2 + +171.5 -7.678 +44.20 +114.0 +277.0

Demonstration 8

@@ -433,8 +433,8 @@

Demonstration 8

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 + +0.1674 -0.008330 +0.2082 -0.1522 +0.5412 + -0.06273 +0.03191 +0.3033 -0.5864 +0.3861

Demonstration 9

@@ -461,11 +461,11 @@

Demonstration 9

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% (0.6%, 93.8%) + Nominal coverage (and the percentiles used): 95% (0.5%, 93.5%) Bootstrap Statistics: original bias std_error CI_lower CI_upper - +0.7764 -0.005985 +0.1371 +0.3509 +0.9502 + +0.7764 -0.007956 +0.1380 +0.3146 +0.9468

Demonstration 10

@@ -577,13 +577,13 @@

Demonstration 10

Bootstrap Statistics: original bias std_error CI_lower CI_upper - -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 + -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

Demonstration 11

diff --git a/docs/function/bootmode.html b/docs/function/bootmode.html index 714398f9..7ebf7ecc 100644 --- a/docs/function/bootmode.html +++ b/docs/function/bootmode.html @@ -149,9 +149,9 @@

Demonstration 1

Produces the following output

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
+ans = H2 is 0 with p = 0.332 so accept the null hypothesis that there are 2 modes

Package: statistics-resampling

diff --git a/docs/function/bootstrp.html b/docs/function/bootstrp.html index 553ed639..6aaa3741 100644 --- a/docs/function/bootstrp.html +++ b/docs/function/bootstrp.html @@ -105,58 +105,58 @@

Demonstration 1

Produces the following output

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
+ans = 2.3366

Package: statistics-resampling

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b/docs/readme.html index 1ad8f3a5..386b21f5 100644 --- a/docs/readme.html +++ b/docs/readme.html @@ -107,7 +107,10 @@

Usage

Reference’ page in the manual. If you do not see the navigation pane on the manual web pages, please -enable javascript in your browser.

+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.

Function help can also be requested directly from the Octave/MATLAB command prompt, by typing help function-name - substituting in the actual function name.

From ff0cf13631e81ef991a7996794e3bf3769598c63 Mon Sep 17 00:00:00 2001 From: acp29 Date: Tue, 9 Jan 2024 13:50:09 +0000 Subject: [PATCH 2/2] update readme page --- README.md | 12 +++---- docs/function/boot1way.html | 4 +-- docs/function/bootclust.html | 32 ++++++++--------- docs/function/bootknife.html | 48 +++++++++++++------------- docs/function/bootmode.html | 2 +- docs/function/images/boot1way_701.png | Bin 24889 -> 24703 bytes docs/function/images/boot1way_801.png | Bin 24816 -> 24184 bytes docs/readme.html | 17 ++++----- 8 files changed, 58 insertions(+), 57 deletions(-) diff --git a/README.md b/README.md index 2b710fae..d4e736f0 100755 --- 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 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) @@ -67,15 +67,15 @@ Below are some links to demonstrations of how the bootstrap or randomization fun * [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/boot1way.html b/docs/function/boot1way.html index f7879a89..76e5ed39 100644 --- a/docs/function/boot1way.html +++ b/docs/function/boot1way.html @@ -528,7 +528,7 @@

Demonstration 7

----------------------------------------------------------------------------- | Comparison | Test # | Ref # | Difference | t | p | |------------|------------|------------|------------|------------|----------| -| 1 | 2 | 1 | -0.9299 | -2.19 | .083 | +| 1 | 2 | 1 | +0.5927 | +1.34 | .192 | ----------------------------------------------------------------------------- | GROUP # | GROUP label | N | @@ -573,7 +573,7 @@

Demonstration 8

----------------------------------------------------------------------------- | Comparison | Test # | Ref # | Difference | t | p | |------------|------------|------------|------------|------------|----------| -| 1 | 2 | 1 | -0.6290 | -0.95 | .322 | +| 1 | 2 | 1 | +0.06620 | +0.14 | .820 | ----------------------------------------------------------------------------- | GROUP # | GROUP label | N | diff --git a/docs/function/bootclust.html b/docs/function/bootclust.html index f4bbcc2a..c1166a08 100644 --- a/docs/function/bootclust.html +++ b/docs/function/bootclust.html @@ -170,11 +170,11 @@

Demonstration 1

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 + +29.65 -3.197e-14 +2.564 +23.43 +34.48

Demonstration 2

@@ -200,11 +200,11 @@

Demonstration 2

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 + +29.65 -0.02999 +2.920 +22.64 +35.86

Demonstration 3

@@ -232,7 +232,7 @@

Demonstration 3

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -6.414 +41.56 +97.48 +235.6 + +171.5 -6.379 +42.98 +96.61 +239.1

Demonstration 4

@@ -262,7 +262,7 @@

Demonstration 4

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -9.188 +33.94 +104.4 +216.2 + +171.5 -9.524 +33.03 +106.0 +215.4

Demonstration 5

@@ -285,11 +285,11 @@

Demonstration 5

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 + +171.5 -6.608 +42.24 +117.3 +267.8

Demonstration 6

@@ -314,11 +314,11 @@

Demonstration 6

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 + +171.5 -9.512 +33.09 +125.0 +231.3

Demonstration 7

@@ -344,8 +344,8 @@

Demonstration 7

Bootstrap Statistics: original bias std_error CI_lower CI_upper - -0.07256 +0.01379 +0.2152 -0.4556 +0.2506 - -0.02682 +0.01024 +0.2075 -0.3029 +0.4062 + -0.09767 -0.02694 +0.2484 -0.4705 +0.3481 + -0.1495 -0.02999 +0.2569 -0.5599 +0.2306

Demonstration 8

@@ -372,8 +372,8 @@

Demonstration 8

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +0.1431 +0.01975 +0.2204 -0.2553 +0.4740 - -0.4819 -0.003192 +0.1504 -0.6087 +0.1700 + -0.07584 -0.03771 +0.2730 -0.5805 +0.2926 + -0.05457 -0.05267 +0.3563 -0.6070 +0.5813

Demonstration 9

@@ -400,11 +400,11 @@

Demonstration 9

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 + +0.7764 -0.02391 +0.1409 +0.4128 +0.9919

Package: statistics-resampling

diff --git a/docs/function/bootknife.html b/docs/function/bootknife.html index 32b96193..bf4a8a73 100644 --- a/docs/function/bootknife.html +++ b/docs/function/bootknife.html @@ -223,11 +223,11 @@

Demonstration 1

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 + +29.65 -2.842e-14 +2.695 +23.35 +34.56

Demonstration 2

@@ -253,11 +253,11 @@

Demonstration 2

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 + +29.65 -1.208e-13 +2.797 +22.95 +35.05

Demonstration 3

@@ -284,11 +284,11 @@

Demonstration 3

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 + +30.86 -0.006010 +2.849 +25.06 +36.65

Demonstration 4

@@ -317,7 +317,7 @@

Demonstration 4

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +171.5 -6.938 +42.95 +96.71 +237.8 + +171.5 -6.829 +43.16 +95.97 +237.3

Demonstration 5

@@ -341,11 +341,11 @@

Demonstration 5

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 + +171.5 -7.292 +43.98 +114.3 +272.9

Demonstration 6

@@ -372,11 +372,11 @@

Demonstration 6

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 + +171.5 -6.601 +45.18 +87.67 +255.0

Demonstration 7

@@ -402,11 +402,11 @@

Demonstration 7

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 + +171.5 -7.575 +44.09 +115.1 +283.2

Demonstration 8

@@ -433,8 +433,8 @@

Demonstration 8

Bootstrap Statistics: original bias std_error CI_lower CI_upper - +0.1674 -0.008330 +0.2082 -0.1522 +0.5412 - -0.06273 +0.03191 +0.3033 -0.5864 +0.3861 + +0.4165 -0.01155 +0.2633 +0.007875 +0.8868 + -0.3700 +0.01114 +0.2749 -0.8682 +0.04576

Demonstration 9

@@ -461,11 +461,11 @@

Demonstration 9

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 + +0.7764 -0.005985 +0.1371 +0.3509 +0.9502

Demonstration 10

@@ -577,13 +577,13 @@

Demonstration 10

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 + -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

Demonstration 11

diff --git a/docs/function/bootmode.html b/docs/function/bootmode.html index 7ebf7ecc..c4aa9ded 100644 --- a/docs/function/bootmode.html +++ b/docs/function/bootmode.html @@ -151,7 +151,7 @@

Demonstration 1

ans = H1 is 1 with p = 0.001 so reject the null hypothesisthat there is 1 mode -ans = H2 is 0 with p = 0.332 so accept the null hypothesis that there are 2 modes +ans = H2 is 0 with p = 0.327 so accept the null hypothesis that there are 2 modes

Package: statistics-resampling

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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:

+randomization functions from this package can be used to perform +variants of the commonly used statistical tests below, but without the +Normality assumption:

Issues

If you find bugs or have any suggestions, please raise an issue on