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Statistical test
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2023年9月25日 (月) 19:48時点における版
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2023年9月25日 (月) 19:48
→Basic concept of statistical tests
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==Basic concept of statistical tests==
*First remind that
**Statistical test is to test
==Comparing Proportions==
|rowspan="3" style="vertical-align:top"|
*'''Paired Student's t test'''
::''<math>H_0</math> is '''mean of paired differences''' in the population is '''zero'''.''
::<math>
\begin{align}
|rowspan="3" style="vertical-align:top"|
*'''Wilcoxon rank sum test'''<br>='''Mann-Whitney test'''
::
''
<math>H_0</math> is
distribution
'''medians or means
of
outcomes
ranks'''
in
both
the
two population'''s''' are the same
''
:#To rank whole combined observations of two groups
:#To separate back the ranks into two groups
|rowspan="3" style="vertical-align:top"|
*'''Wilcoxon signed rank test'''
::''<math>H_0</math> is '''median of paired differences''' in the population is zero''
:#To calculate differences between pairs and discard 0 differences
:#To rank the absolute values of differences (ignoring 0)
::<math>n</math> is sample size (whole combined number of observations)
::<math>k</math> is number of groups
<!--
::The variance of whole combined observations is
::<math>s^2=\frac{\sum_{i=1}^n (x_i-\bar{x})^2}{n-1}</math>
::The numarator is ''sum of square''
::<math>\sum_{i=1}^n (x_i-\bar{x})^2</math>
::<math>= \sum_{i=1}^n x_i^2 - 2\bar{x} \sum_{i=1}^n x_i + \bar{x}^2 \sum_{i=1}^n 1</math>
-->
|style="vertical-align:top"|
|style="vertical-align:top"|
*'''Kruskall-Wallis test'''
::
''
<math>H_0</math> is
distribution
'''medians or means
of
outcomes
ranks'''
in
the
all population'''s''' are the same
''
:#To rank whole combined observations of all groups
:#To separate back the ranks into original groups
*<nowiki>*</nowiki>''needs try to transform data into parametric (e.g., logarithmic), or other considerations''
|}
<!--
::The variance of whole combined observations is
::<math>s^2=\frac{\sum_{i=1}^n (x_i-\bar{x})^2}{n-1}</math>
::The numarator is ''sum of square''
::<math>\sum_{i=1}^n (x_i-\bar{x})^2</math>
::<math>= \sum_{i=1}^n x_i^2 - 2\bar{x} \sum_{i=1}^n x_i + \bar{x}^2 \sum_{i=1}^n 1</math>
-->
==Comparing Survival time==
{|class="wikitable"
|-
!style="width:50%"|Life table
!style="width:50%"|Kaplan-Meyer
|-
|colspan="2"|
*'''Log rank test<br>= Mantel-Cox <math>\chi^2</math> test'''
::<math>H_0</math> is event (survival) rates in each interval are all the same in two groups
::<math>Log\ rank\ statistics = \frac{}{}</math>
|}
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