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		<title>Given the Variance of a Bernoulli Random Variable, Find Its Expectation</title>
		<link>https://yutsumura.com/given-the-variance-of-a-bernoulli-random-variable-find-its-expectation/</link>
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				<pubDate>Sat, 25 Jan 2020 06:06:08 +0000</pubDate>
		<dc:creator><![CDATA[Yu]]></dc:creator>
				<category><![CDATA[Probability]]></category>
		<category><![CDATA[Bernoulli distribution]]></category>
		<category><![CDATA[Bernoulli random variable]]></category>
		<category><![CDATA[expectation]]></category>
		<category><![CDATA[expected value]]></category>
		<category><![CDATA[parameter]]></category>
		<category><![CDATA[probability]]></category>
		<category><![CDATA[variance]]></category>

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				<description><![CDATA[<p>Suppose that $X$ is a random variable with Bernoulli distribution $B_p$ with probability parameter $p$. Assume that the variance $V(X) = 0.21$. We further assume that $p > 0.5$. (a) Find the probability $p$.&#46;&#46;&#46;</p>
<p>The post <a href="https://yutsumura.com/given-the-variance-of-a-bernoulli-random-variable-find-its-expectation/" target="_blank">Given the Variance of a Bernoulli Random Variable, Find Its Expectation</a> first appeared on <a href="https://yutsumura.com/" target="_blank">Problems in Mathematics</a>.</p>]]></description>
								<content:encoded><![CDATA[<h2> Problem 748</h2>
<p>Suppose that $X$ is a random variable with Bernoulli distribution $B_p$ with probability parameter $p$. </p>
<p>Assume that the variance $V(X) = 0.21$. We further assume that $p > 0.5$.</p>
<p><strong>(a)</strong> Find the probability $p$.</p>
<p><strong>(b)</strong> Find the expectation $E(X)$.</p>
<p><span id="more-7214"></span><br />

<h2>Hint.</h2>
<p>Recall that if $X$ is a Bernoulli random variable with parameter $p$, then the expectation $E[X]$ and the variance $V(X)$ of $X$ are given by<br />
\begin{align*}<br />
E[X] &#038;= p \\<br />
V(X) &#038;= p(1-p).<br />
\end{align*}</p>
<p>For proofs of the formulas, see that post <a href="https://yutsumura.com/expectation-variance-and-standard-deviation-of-bernoulli-random-variables/" rel="noopener noreferrer" target="_blank">Expectation, Variance, and Standard Deviation of Bernoulli Random Variables</a>.</p>
<h2>Solution.</h2>
<h3>Solution of (a)</h3>
<p>Recall (see the hint above) that the variance of a Bernoulli random variable $X$ with parameter $p$ is<br />
				\[V(X) = p(1-p).\]
				Thus we have<br />
				\[p(1-p) = 0.21.\]
				This yields the quadratic equation<br />
				\[p^2-p+0.21 = (p-0.3)(p-0.7) = 0.\]
				Solving the equation, we obtain $p = 0.3$ or $p = 0.7$. By assumption, $p > 0.5$. Hence we conclude that $p = 0.7$.</p>
<h3>Solution of (b)</h3>
<p>The expectation $E(X)$ of a Bernoulli distributed $X$ is given by $E(X) = p$ (see the hint above). As we obtained $p=0.7$ in Part (a), we see that the expectation is $E(X) = 0.7$.</p>
<button class="simplefavorite-button has-count" data-postid="7214" data-siteid="1" data-groupid="1" data-favoritecount="1" style="">Click here if solved <i class="sf-icon-star-empty"></i><span class="simplefavorite-button-count" style="">1</span></button><p>The post <a href="https://yutsumura.com/given-the-variance-of-a-bernoulli-random-variable-find-its-expectation/" target="_blank">Given the Variance of a Bernoulli Random Variable, Find Its Expectation</a> first appeared on <a href="https://yutsumura.com/" target="_blank">Problems in Mathematics</a>.</p>]]></content:encoded>
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