<?xml version="1.0" encoding="UTF-8"?>

<record version="19" id="7065">
 <title>area under Gaussian curve</title>
 <name>AreaUnderGaussianCurve</name>
 <created>2005-05-17 14:23:55</created>
 <modified>2008-08-15 17:18:33</modified>
 <type>Theorem</type>
<parent id="2732">improper integral</parent>
 <creator id="2872" name="pahio"/>
 <author id="2872" name="pahio"/>
 <author id="2192" name="perucho"/>
 <author id="10074" name="stevecheng"/>
 <classification>
	<category scheme="msc" code="26A36"/>
	<category scheme="msc" code="26B15"/>
 </classification>
 <synonyms>
	<synonym concept="area under Gaussian curve" alias="Gaussian integral"/>
	<synonym concept="area under Gaussian curve" alias="area under the bell curve"/>
 </synonyms>
 <related>
	<object name="SubstitutionNotation"/>
	<object name="ProofThatNormalDistributionIsADistribution"/>
	<object name="Distribution"/>
	<object name="ErrorFunction"/>
	<object name="EvaluatingTheGammaFunctionAt12"/>
	<object name="NormalRandomVariable"/>
	<object name="TableOfProbabilitiesOfStandardNormalDistribution"/>
 </related>
 <keywords>
	<term>double integral</term>
	<term>polar coordinates</term>
 </keywords>
 <preamble>% this is the default PlanetMath preamble.  as your knowledge
% of TeX increases, you will probably want to edit this, but
% it should be fine as is for beginners.

% almost certainly you want these
\usepackage{amssymb}
\usepackage{amsmath}
\usepackage{amsfonts}

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%\usepackage{psfrag}
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\usepackage{graphicx}
% for neatly defining theorems and propositions
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%\usepackage{xypic}

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\newcommand{\sijoitus}[2]%
{\operatornamewithlimits{\Big/}_{\!\!\!#1}^{\,#2}}

\theoremstyle{definition}
\newtheorem*{thmplain}{Theorem}</preamble>
 <content>\begin{thmplain}
The area between the curve\,\, $y = e^{-x^2}$\, and the $x$-axis equals $\sqrt{\pi}$,\, i.e.
    $$\int_{-\infty}^\infty e^{-x^2}\,dx = \sqrt{\pi}.$$
\end{thmplain}

\begin{figure}[!htb]
\begin{center}
\includegraphics{gaussian-curve.eps}
\end{center}
\end{figure}

{\em Proof.}\, The square of the area is

\begin{align*}
\bigg(\int_{-\infty}^\infty e^{-x^2}\,dx\bigg)^2 
&amp; = \lim_{a\to\infty}\bigg(\int_{-a}^a e^{-x^2}\,dx\bigg)^2\\ 
&amp; = \lim_{a\to\infty}\int_{-a}^a e^{-x^2}\,dx\,\cdot\int_{-a}^a e^{-y^2}\,dy\\
&amp; = \lim_{a\to\infty}\int_{-a}^a \int_{-a}^a e^{-(x^2+y^2)}\,dx\,dy\\
&amp; = \lim_{R\to\infty}\int_0^R\!\int_0^{2\pi}e^{-r^2}r\,dr\,d\varphi\\
&amp; = \lim_{R\to\infty}2\pi\!\int_0^R e^{-r^2}r\,dr\\
&amp; = -\pi\!\lim_{R\to\infty}\!\sijoitus{0}{\quad\,\,R}e^{-r^2}\\
&amp; = \pi\!\lim_{R\to\infty}(1-e^{-R^2}) \;=\; \pi.
\end{align*}

Here, the limit of the double integral over a square has been replaced by the limit of the double integral over a disc, because both limits are equal.\, That both limits are equal can be demonstrated by the elementary \PMlinkescapetext{estimate}
$$0 \leq \int_{-a}^a \int_{-a}^a\!e^{-(x^2 + y^2)}\,dx\,dy
- \int_0^a\!\int_0^{2\pi}\!e^{-r^2} r\,dr\,d\varphi
\leq \underbrace{e^{-a^2}}_{greatest\,value}\!\cdot\,\underbrace{(4a^2\!-\!\pi a^2)}_{area}
= (4\!-\!\pi)\!\cdot\!\frac{a^2}{e^{a^2}},$$
and\, $\frac{a^2}{e^{a^2}} \to 0$\, when\, $a \to \infty$\, (see growth of exponential function).\\

\textbf{Remark.}\, Since $e^{-x^2}$ is an even function,
\begin{align*}
\int_0^\infty e^{-x^2}\,dx=\frac{\sqrt{\pi}}{2}\:\cdot
\end{align*}</content>
</record>
