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		<title>Lukegao: by freem.ai...</title>
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		<updated>2025-12-25T05:37:07Z</updated>

		<summary type="html">&lt;p&gt;by freem.ai...&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&lt;br /&gt;
{{DISPLAYTITLE:Brackets vs Parentheses in Probability}}&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;This conversation was exported from ChatGPT&amp;#039;&amp;#039;&amp;lt;ref&amp;gt;{{cite web|title=Brackets vs Parentheses in Probability|url=https://chatgpt.com/share/694c3074-eac0-8001-a471-d30a35d1666c|publisher=ChatGPT|access-date=2025-12-25}}&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== gpt-5-2 ==&lt;br /&gt;
=== User: Imagine you wrote a guest blog post including formulas of the form EX and the site owner replied&amp;quot;I went in and changed … ===&lt;br /&gt;
Imagine you wrote a guest blog post including formulas of the form E[X] and the site owner replied&amp;quot;I went in and changed all your brackets to parentheses, just because otherwise I fear that some readers will get the impression that brackets have some technical meaning in probability that is different from parentheses&amp;quot;&lt;br /&gt;
&lt;br /&gt;
=== Assistant: This is one of those moments where you smile politely and then scream into a pillow later. ===&lt;br /&gt;
This is one of those moments where you smile politely and then scream into a pillow later. 🙂&lt;br /&gt;
&lt;br /&gt;
Short answer: the site owner is wrong, and in a subtle but important way.&lt;br /&gt;
&lt;br /&gt;
==== Square brackets do have technical meaning ====&lt;br /&gt;
&lt;br /&gt;
In probability theory, writing&lt;br /&gt;
&lt;br /&gt;
E[X]E[X]E[X]&lt;br /&gt;
is not a stylistic choice. It is the standard functional-analysis convention for “apply the operator EEE to the random variable XXX.” The brackets visually separate the operator from its argument.&lt;br /&gt;
&lt;br /&gt;
This is exactly the same reason we write&lt;br /&gt;
* Var[X]\mathrm{Var}[X]Var[X]&lt;br /&gt;
* P[A]\mathbb{P}[A]P[A]&lt;br /&gt;
* E[X∣Y]\mathbb{E}[X \mid Y]E[X∣Y]&lt;br /&gt;
&lt;br /&gt;
and not with parentheses in formal texts.&lt;br /&gt;
&lt;br /&gt;
The brackets say: this is not multiplication, this is not grouping, this is an operator acting on an object.&lt;br /&gt;
&lt;br /&gt;
==== What goes wrong with parentheses ====&lt;br /&gt;
&lt;br /&gt;
When you write&lt;br /&gt;
&lt;br /&gt;
E(X),E(X),E(X),&lt;br /&gt;
you are now using the same notation as:&lt;br /&gt;
* a function f(x)f(x)f(x),&lt;br /&gt;
* a distribution function F(x)F(x)F(x),&lt;br /&gt;
* or just plain multiplication if typography is sloppy.&lt;br /&gt;
&lt;br /&gt;
So a reader can reasonably parse&lt;br /&gt;
&lt;br /&gt;
E(X+Y)E(X+Y)E(X+Y)&lt;br /&gt;
as “a function EEE evaluated at X+YX+YX+Y” — which is conceptually weaker and more ambiguous than “the expectation operator applied to the random variable X+YX+YX+Y.”&lt;br /&gt;
&lt;br /&gt;
This difference matters even more for conditional expectation:&lt;br /&gt;
&lt;br /&gt;
E[X∣Y]E[X \mid Y]E[X∣Y]&lt;br /&gt;
becomes, with parentheses,&lt;br /&gt;
&lt;br /&gt;
E(X∣Y),E(X \mid Y),E(X∣Y),&lt;br /&gt;
which looks disturbingly like conditioning is an argument of a function, not a structural operator inside the expectation.&lt;br /&gt;
&lt;br /&gt;
==== This is not pedantry — it affects how people think ====&lt;br /&gt;
&lt;br /&gt;
Good notation teaches the right mental model:&lt;br /&gt;
* E[⋅]E[\cdot]E[⋅] is a linear operator on a space of random variables.&lt;br /&gt;
* Parentheses suggest a scalar function of a scalar input.&lt;br /&gt;
* Brackets reinforce that expectation is not “a function of a number,” but a map from random variables to numbers.&lt;br /&gt;
&lt;br /&gt;
This is why virtually every advanced probability, statistics, and stochastic processes textbook uses brackets.&lt;br /&gt;
&lt;br /&gt;
==== A polite way to respond ====&lt;br /&gt;
&lt;br /&gt;
Something like:&lt;br /&gt;
&lt;br /&gt;
: Thanks for the edits. One small concern: in probability theory square brackets in expressions like &lt;br /&gt;
: 𝐸&lt;br /&gt;
: [&lt;br /&gt;
: 𝑋&lt;br /&gt;
: ]&lt;br /&gt;
: E[X] are not stylistic — they signal that expectation is an operator acting on a random variable. Using parentheses can introduce ambiguity, especially for conditional expectations like &lt;br /&gt;
: 𝐸&lt;br /&gt;
: [&lt;br /&gt;
: 𝑋&lt;br /&gt;
: ∣&lt;br /&gt;
: 𝑌&lt;br /&gt;
: ]&lt;br /&gt;
: E[X∣Y]. Would you be open to keeping the standard bracket notation here?&lt;br /&gt;
&lt;br /&gt;
That keeps it friendly while defending correct mathematics.&lt;br /&gt;
&lt;br /&gt;
And yes — you are absolutely right to feel mildly horrified.&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&amp;lt;references /&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:ChatGPT Shares]]&lt;br /&gt;
[[Category:openai]]&lt;/div&gt;</summary>
		<author><name>Lukegao</name></author>
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