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		<author><name>Indicwiki</name></author>
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		<title>alpha&gt;Indicwiki: Created page with &quot;&lt;!-- see https://en.wikipedia.org/wiki/Special:WhatLinksHere/Template:Classification_of_multiple_hypothesis_tests --&gt; The following table defines the possible outcomes when te...&quot;</title>
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		<updated>2023-08-16T12:05:00Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;&amp;lt;!-- see https://en.wikipedia.org/wiki/Special:WhatLinksHere/Template:Classification_of_multiple_hypothesis_tests --&amp;gt; The following table defines the possible outcomes when te...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&amp;lt;!-- see https://en.wikipedia.org/wiki/Special:WhatLinksHere/Template:Classification_of_multiple_hypothesis_tests --&amp;gt;&lt;br /&gt;
The following table defines the possible outcomes when testing multiple null hypotheses. &lt;br /&gt;
Suppose we have a number ''m'' of null hypotheses, denoted by: {{math|''H''&amp;lt;sub&amp;gt;1&amp;lt;/sub&amp;gt;,&amp;amp;nbsp;''H''&amp;lt;sub&amp;gt;2&amp;lt;/sub&amp;gt;,&amp;amp;nbsp;...,&amp;amp;nbsp;''H''&amp;lt;sub&amp;gt;''m''&amp;lt;/sub&amp;gt;.}}&lt;br /&gt;
Using a [[Statistical hypothesis testing|statistical test]], we reject the null hypothesis if the test is declared significant. We do not reject the null hypothesis if the test is non-significant.&lt;br /&gt;
Summing each type of outcome over all ''H&amp;lt;sub&amp;gt;i&amp;lt;/sub&amp;gt;''&amp;amp;nbsp; yields the following random variables:&lt;br /&gt;
&lt;br /&gt;
{|class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
| |&lt;br /&gt;
! Null hypothesis is true (H&amp;lt;sub&amp;gt;0&amp;lt;/sub&amp;gt;)&lt;br /&gt;
! Alternative hypothesis is true (H&amp;lt;sub&amp;gt;A&amp;lt;/sub&amp;gt;)&lt;br /&gt;
! | Total&lt;br /&gt;
|- align=&amp;quot;center&amp;quot;&lt;br /&gt;
! {{rh}} | Test is declared significant&lt;br /&gt;
| {{mvar|V}}&lt;br /&gt;
| {{mvar|S}}&lt;br /&gt;
| {{mvar|R}}&lt;br /&gt;
|- align=&amp;quot;center&amp;quot;&lt;br /&gt;
! {{rh}} | Test is declared non-significant&lt;br /&gt;
| {{mvar|U}}&lt;br /&gt;
| {{mvar|T}}&lt;br /&gt;
| &amp;lt;math&amp;gt;m - R&amp;lt;/math&amp;gt;&lt;br /&gt;
|- align=&amp;quot;center&amp;quot;&lt;br /&gt;
! {{rh}} | Total&lt;br /&gt;
| &amp;lt;math&amp;gt;m_0&amp;lt;/math&amp;gt;&lt;br /&gt;
| &amp;lt;math&amp;gt;m - m_0&amp;lt;/math&amp;gt;&lt;br /&gt;
| {{mvar|m}}&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
* {{mvar|m}} is the total number hypotheses tested&lt;br /&gt;
* &amp;lt;math&amp;gt;m_0&amp;lt;/math&amp;gt; is the number of true [[null hypothesis|null hypotheses]], an unknown parameter&lt;br /&gt;
* &amp;lt;math&amp;gt;m - m_0&amp;lt;/math&amp;gt; is the number of true [[alternative hypothesis|alternative hypotheses]]&lt;br /&gt;
* {{mvar|V}} is the number of [[Type I and type II errors|false positives (Type I error)]] (also called &amp;quot;false discoveries&amp;quot;)&lt;br /&gt;
* {{mvar|S}} is the number of [[Type I and type II errors|true positives]] (also called &amp;quot;true discoveries&amp;quot;)&lt;br /&gt;
* {{mvar|T}} is the number of [[Type I and type II errors|false negatives (Type II error)]]&lt;br /&gt;
* {{mvar|U}} is the number of [[Type I and type II errors|true negatives]]&lt;br /&gt;
* &amp;lt;math&amp;gt;R=V+S&amp;lt;/math&amp;gt; is the number of rejected null hypotheses (also called &amp;quot;discoveries&amp;quot;, either true or false)&lt;br /&gt;
In {{mvar|m}} hypothesis tests of which &amp;lt;math&amp;gt;m_0&amp;lt;/math&amp;gt; are true null hypotheses, {{mvar|R}} is an observable random variable, and {{mvar|S}}, {{mvar|T}}, {{mvar|U}}, and {{mvar|V}} are unobservable [[random variable]]s.&lt;/div&gt;</summary>
		<author><name>alpha&gt;Indicwiki</name></author>
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