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	<title>Von Neumann-Morgenstern preferences - Revision history</title>
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	<updated>2026-06-16T17:28:36Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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		<id>https://robustlybeneficial.org/wiki/index.php?title=Von_Neumann-Morgenstern_preferences&amp;diff=221&amp;oldid=prev</id>
		<title>Lê Nguyên Hoang: /* Formal theorem */</title>
		<link rel="alternate" type="text/html" href="https://robustlybeneficial.org/wiki/index.php?title=Von_Neumann-Morgenstern_preferences&amp;diff=221&amp;oldid=prev"/>
		<updated>2020-02-22T22:36:52Z</updated>

		<summary type="html">&lt;p&gt;&lt;span dir=&quot;auto&quot;&gt;&lt;span class=&quot;autocomment&quot;&gt;Formal theorem&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 22:36, 22 February 2020&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l9&quot; &gt;Line 9:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 9:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;strong&amp;gt;Transitivity:&amp;lt;/strong&amp;gt; if &amp;lt;math&amp;gt;\mu \succeq \nu&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;\nu \succeq \rho&amp;lt;/math&amp;gt;, then &amp;lt;math&amp;gt;\mu \succeq \rho&amp;lt;/math&amp;gt;.&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;strong&amp;gt;Transitivity:&amp;lt;/strong&amp;gt; if &amp;lt;math&amp;gt;\mu \succeq \nu&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;\nu \succeq \rho&amp;lt;/math&amp;gt;, then &amp;lt;math&amp;gt;\mu \succeq \rho&amp;lt;/math&amp;gt;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;strong&amp;gt;Continuity:&amp;lt;/strong&amp;gt; if &amp;lt;math&amp;gt;\mu \succeq \nu \succeq \rho&amp;lt;/math&amp;gt;, then there exists &amp;lt;math&amp;gt;p \in [0,1]&amp;lt;/math&amp;gt; such that &amp;lt;math&amp;gt;p \mu + (1-p) \rho \sim \nu&amp;lt;/math&amp;gt;.&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;strong&amp;gt;Continuity:&amp;lt;/strong&amp;gt; if &amp;lt;math&amp;gt;\mu \succeq \nu \succeq \rho&amp;lt;/math&amp;gt;, then there exists &amp;lt;math&amp;gt;p \in [0,1]&amp;lt;/math&amp;gt; such that &amp;lt;math&amp;gt;p \mu + (1-p) \rho \sim \nu&amp;lt;/math&amp;gt;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;strong&amp;gt;Independence:&amp;lt;/strong&amp;gt; &amp;lt;math&amp;gt;\mu \succeq \nu&amp;lt;/math&amp;gt; if and only if &amp;lt;math&amp;gt;p \mu + (1-p) \rho \succeq p \nu + (1-p) \rho&amp;lt;/math&amp;gt;.&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &amp;lt;strong&amp;gt;Independence &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;of irrelevant alternatives (IIA)&lt;/ins&gt;:&amp;lt;/strong&amp;gt; &amp;lt;math&amp;gt;\mu \succeq \nu&amp;lt;/math&amp;gt; if and only if &amp;lt;math&amp;gt;p \mu + (1-p) \rho \succeq p \nu + (1-p) \rho&amp;lt;/math&amp;gt;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The von Neumann-Morgenstern theorem states that any von Neumann-Morgenstern preference is equivalently descrbied by an expected score (called utility). In other words, there exists a utility function &amp;lt;math&amp;gt;u : X \rightarrow \mathbb R&amp;lt;/math&amp;gt; such that &amp;lt;math&amp;gt;\mu \succeq \nu&amp;lt;/math&amp;gt; if and only if &amp;lt;math&amp;gt;\mathbb E_{x \leftarrow \mu} [u(x)] \geq \mathbb E_{x \leftarrow \nu} [u(x)]&amp;lt;/math&amp;gt;.  &lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The von Neumann-Morgenstern theorem states that any von Neumann-Morgenstern preference is equivalently descrbied by an expected score (called utility). In other words, there exists a utility function &amp;lt;math&amp;gt;u : X \rightarrow \mathbb R&amp;lt;/math&amp;gt; such that &amp;lt;math&amp;gt;\mu \succeq \nu&amp;lt;/math&amp;gt; if and only if &amp;lt;math&amp;gt;\mathbb E_{x \leftarrow \mu} [u(x)] \geq \mathbb E_{x \leftarrow \nu} [u(x)]&amp;lt;/math&amp;gt;.  &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;It was also shown that this utility function is nearly unique. It is defined up to a positive affine transformation, i.e., &amp;lt;math&amp;gt;v&amp;lt;/math&amp;gt; is a utility function for the von Neumann-Morgenster preference if and only if there exists &amp;lt;math&amp;gt;a \in \mathbb R&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;b &amp;gt; 0&amp;lt;/math&amp;gt; such that &amp;lt;math&amp;gt;v = a+bu&amp;lt;/math&amp;gt;.&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;It was also shown that this utility function is nearly unique. It is defined up to a positive affine transformation, i.e., &amp;lt;math&amp;gt;v&amp;lt;/math&amp;gt; is a utility function for the von Neumann-Morgenster preference if and only if there exists &amp;lt;math&amp;gt;a \in \mathbb R&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;b &amp;gt; 0&amp;lt;/math&amp;gt; such that &amp;lt;math&amp;gt;v = a+bu&amp;lt;/math&amp;gt;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Lê Nguyên Hoang</name></author>
		
	</entry>
	<entry>
		<id>https://robustlybeneficial.org/wiki/index.php?title=Von_Neumann-Morgenstern_preferences&amp;diff=220&amp;oldid=prev</id>
		<title>Lê Nguyên Hoang: Created page with &quot;A Von Neumann-Morgenstern preference [https://pdfs.semanticscholar.org/0375/379194a6f34b818962ea947bff153adf621c.pdf VonneumannMorgensternBook][https://scholar.google.ch/schol...&quot;</title>
		<link rel="alternate" type="text/html" href="https://robustlybeneficial.org/wiki/index.php?title=Von_Neumann-Morgenstern_preferences&amp;diff=220&amp;oldid=prev"/>
		<updated>2020-02-22T22:36:01Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;A Von Neumann-Morgenstern preference [https://pdfs.semanticscholar.org/0375/379194a6f34b818962ea947bff153adf621c.pdf VonneumannMorgensternBook][https://scholar.google.ch/schol...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;A Von Neumann-Morgenstern preference [https://pdfs.semanticscholar.org/0375/379194a6f34b818962ea947bff153adf621c.pdf VonneumannMorgensternBook][https://scholar.google.ch/scholar?hl=en&amp;amp;as_sdt=0%2C5&amp;amp;q=Theory+of+games+and+economic+behaviors+von+neumann+morgenstern&amp;amp;btnG= 44] is a consistent order relation over probabilistic outcomes. The Von Neumann-Morgenstern theorem states that any Von Neumann-Morgenstern preference is equivalently described by expected scores.&lt;br /&gt;
&lt;br /&gt;
== Formal theorem ==&lt;br /&gt;
&lt;br /&gt;
Consider a set &amp;lt;math&amp;gt;X&amp;lt;/math&amp;gt; of outcomes. We denote &amp;lt;math&amp;gt;\Delta(X)&amp;lt;/math&amp;gt; the set of probability distributions over &amp;lt;math&amp;gt;X&amp;lt;/math&amp;gt;. For countable sets &amp;lt;math&amp;gt;X&amp;lt;/math&amp;gt;, a probabilistic outcome &amp;lt;math&amp;gt;\mu \in \Delta(X)&amp;lt;/math&amp;gt; is thus a function that assigns a probability &amp;lt;math&amp;gt;\mu(x)&amp;lt;/math&amp;gt; to any outcome &amp;lt;math&amp;gt;x \in X&amp;lt;/math&amp;gt;, and that satisfies &amp;lt;math&amp;gt;\sum_{x \in X} \mu(x) = 1&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
A preference is a total order relation over &amp;lt;math&amp;gt;\Delta(X)&amp;lt;/math&amp;gt;. To be a von Neumann-Morgenstern preference, it needs to satisfy the following very natural axioms:&lt;br /&gt;
* &amp;lt;strong&amp;gt;Completeness:&amp;lt;/strong&amp;gt; &amp;lt;math&amp;gt;\mu \succ \nu&amp;lt;/math&amp;gt;, &amp;lt;math&amp;gt;\nu \prec \mu&amp;lt;/math&amp;gt; or  &amp;lt;math&amp;gt;\mu \sim \nu&amp;lt;/math&amp;gt;.&lt;br /&gt;
* &amp;lt;strong&amp;gt;Transitivity:&amp;lt;/strong&amp;gt; if &amp;lt;math&amp;gt;\mu \succeq \nu&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;\nu \succeq \rho&amp;lt;/math&amp;gt;, then &amp;lt;math&amp;gt;\mu \succeq \rho&amp;lt;/math&amp;gt;.&lt;br /&gt;
* &amp;lt;strong&amp;gt;Continuity:&amp;lt;/strong&amp;gt; if &amp;lt;math&amp;gt;\mu \succeq \nu \succeq \rho&amp;lt;/math&amp;gt;, then there exists &amp;lt;math&amp;gt;p \in [0,1]&amp;lt;/math&amp;gt; such that &amp;lt;math&amp;gt;p \mu + (1-p) \rho \sim \nu&amp;lt;/math&amp;gt;.&lt;br /&gt;
* &amp;lt;strong&amp;gt;Independence:&amp;lt;/strong&amp;gt; &amp;lt;math&amp;gt;\mu \succeq \nu&amp;lt;/math&amp;gt; if and only if &amp;lt;math&amp;gt;p \mu + (1-p) \rho \succeq p \nu + (1-p) \rho&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The von Neumann-Morgenstern theorem states that any von Neumann-Morgenstern preference is equivalently descrbied by an expected score (called utility). In other words, there exists a utility function &amp;lt;math&amp;gt;u : X \rightarrow \mathbb R&amp;lt;/math&amp;gt; such that &amp;lt;math&amp;gt;\mu \succeq \nu&amp;lt;/math&amp;gt; if and only if &amp;lt;math&amp;gt;\mathbb E_{x \leftarrow \mu} [u(x)] \geq \mathbb E_{x \leftarrow \nu} [u(x)]&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
It was also shown that this utility function is nearly unique. It is defined up to a positive affine transformation, i.e., &amp;lt;math&amp;gt;v&amp;lt;/math&amp;gt; is a utility function for the von Neumann-Morgenster preference if and only if there exists &amp;lt;math&amp;gt;a \in \mathbb R&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;b &amp;gt; 0&amp;lt;/math&amp;gt; such that &amp;lt;math&amp;gt;v = a+bu&amp;lt;/math&amp;gt;.&lt;/div&gt;</summary>
		<author><name>Lê Nguyên Hoang</name></author>
		
	</entry>
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