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	<title>sum of subspaces &#8211; Problems in Mathematics</title>
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<site xmlns="com-wordpress:feed-additions:1">114989322</site>	<item>
		<title>Dimension of the Sum of Two Subspaces</title>
		<link>https://yutsumura.com/dimension-of-the-sum-of-two-subspaces/</link>
				<comments>https://yutsumura.com/dimension-of-the-sum-of-two-subspaces/#comments</comments>
				<pubDate>Tue, 06 Jun 2017 01:33:51 +0000</pubDate>
		<dc:creator><![CDATA[Yu]]></dc:creator>
				<category><![CDATA[Linear Algebra]]></category>
		<category><![CDATA[basis]]></category>
		<category><![CDATA[basis for a vector space]]></category>
		<category><![CDATA[basis of a vector space]]></category>
		<category><![CDATA[dimension]]></category>
		<category><![CDATA[dimension of a vector space]]></category>
		<category><![CDATA[finite dimensional vector space]]></category>
		<category><![CDATA[linear algebra]]></category>
		<category><![CDATA[subspace]]></category>
		<category><![CDATA[sum of subspaces]]></category>
		<category><![CDATA[vector space]]></category>

		<guid isPermaLink="false">https://yutsumura.com/?p=3017</guid>
				<description><![CDATA[<p>Let $U$ and $V$ be finite dimensional subspaces in a vector space over a scalar field $K$. Then prove that \[\dim(U+V) \leq \dim(U)+\dim(V).\] &#160; Definition (The sum of subspaces). Recall that the sum of&#46;&#46;&#46;</p>
<p>The post <a href="https://yutsumura.com/dimension-of-the-sum-of-two-subspaces/" target="_blank">Dimension of the Sum of Two Subspaces</a> first appeared on <a href="https://yutsumura.com/" target="_blank">Problems in Mathematics</a>.</p>]]></description>
								<content:encoded><![CDATA[<h2> Problem 440</h2>
<p> Let $U$ and $V$ be finite dimensional subspaces in a vector space over a scalar field $K$.<br />
	Then prove that<br />
	\[\dim(U+V) \leq \dim(U)+\dim(V).\]
<p>&nbsp;<br />
<span id="more-3017"></span><br />

<h2>Definition (The sum of subspaces).</h2>
<p>Recall that the sum of subspaces $U$ and $V$ is<br />
\[U+V=\{\mathbf{x}+\mathbf{y} \mid \mathbf{x}\in U, \mathbf{y}\in V\}.\]
The sum $U+V$ is a subspace.<br />
(See the post &#8220;<a href="//yutsumura.com/the-sum-of-subspaces-is-a-subspace-of-a-vector-space/" target="_blank">The sum of subspaces is a subspace of a vector space</a>&#8221; for a proof.)</p>
<h2> Proof. </h2>
<p>		Let $n=\dim(U)$ and $m=\dim(V)$.<br />
		Let<br />
\[B_1=\{\mathbf{u}_1, \dots, \mathbf{u}_n\}\]
 be a basis of the vector space $U$ and let<br />
		\[B_2=\{\mathbf{v}_1, \dots, \mathbf{v}_m\}\]
		be a basis of the vector space $V$.</p>
<p>		An arbitrary element of the vector space $U+W$ is of the form $\mathbf{x}+\mathbf{y}$, where $\mathbf{x}\in U$ and $\mathbf{y} \in V$.</p>
<hr />
<p>		Since $B_1$ is a basis of $U$, we can write<br />
		\[\mathbf{x}=r_1\mathbf{u}_1+\cdots +r_n \mathbf{u}_n\]
		for some scalars $r_1, \dots, r_n\in K$.<br />
		Also, since $B_2$ is a basis of $V$, we can write<br />
		\[\mathbf{y}=s_1\mathbf{v}_1+\cdots +s_m \mathbf{v}_m\]
		for some scalars $s_1, \dots, s_m\in K$.</p>
<hr />
<p>		Thus, we have<br />
		\begin{align*}<br />
	\mathbf{x}+\mathbf{y}&#038;=r_1\mathbf{u}_1+\cdots +r_n \mathbf{u}_n+s_1\mathbf{v}_1+\cdots +s_m \mathbf{v}_m,<br />
	\end{align*}<br />
	and hence $\mathbf{x}+\mathbf{y}$ is in the span $S:=\Span(\mathbf{u}_1, \dots, \mathbf{u}_n, \mathbf{v}_1, \dots, \mathbf{v}_m)$.</p>
<p>	Thus we have $U+W \subset S$ and it yields that \begin{align*}<br />
	\dim(U+W) \leq \dim(S)\leq n+m=\dim(U)+\dim(V).<br />
	\end{align*}<br />
	This completes the proof.</p>
<h2> Related Question. </h2>
<div style="padding: 16px; border: none 3px #4169e1; border-radius: 10px; background-color: #f0f8ff; margin-top: 30px; margin-bottom: 30px;">Let $A$ and $B$ be $m\times n$ matrices.<br />
	Prove that<br />
	\[\rk(A+B) \leq \rk(A)+\rk(B).\]</div>
<p>See the post &#8628;<br />
<a href="//yutsumura.com/the-rank-of-the-sum-of-two-matrices/" target="_blank">The rank of the sum of two matrices</a><br />
for a proof of this problem.</p>
<button class="simplefavorite-button has-count" data-postid="3017" data-siteid="1" data-groupid="1" data-favoritecount="40" style="">Click here if solved <i class="sf-icon-star-empty"></i><span class="simplefavorite-button-count" style="">40</span></button><p>The post <a href="https://yutsumura.com/dimension-of-the-sum-of-two-subspaces/" target="_blank">Dimension of the Sum of Two Subspaces</a> first appeared on <a href="https://yutsumura.com/" target="_blank">Problems in Mathematics</a>.</p>]]></content:encoded>
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						<post-id xmlns="com-wordpress:feed-additions:1">3017</post-id>	</item>
		<item>
		<title>The Sum of Subspaces is a Subspace of a Vector Space</title>
		<link>https://yutsumura.com/the-sum-of-subspaces-is-a-subspace-of-a-vector-space/</link>
				<comments>https://yutsumura.com/the-sum-of-subspaces-is-a-subspace-of-a-vector-space/#comments</comments>
				<pubDate>Sat, 27 May 2017 01:51:47 +0000</pubDate>
		<dc:creator><![CDATA[Yu]]></dc:creator>
				<category><![CDATA[Linear Algebra]]></category>
		<category><![CDATA[linear algebra]]></category>
		<category><![CDATA[subspace]]></category>
		<category><![CDATA[subspace criteria]]></category>
		<category><![CDATA[sum of subspaces]]></category>
		<category><![CDATA[vector space]]></category>

		<guid isPermaLink="false">https://yutsumura.com/?p=2973</guid>
				<description><![CDATA[<p>Let $V$ be a vector space over a field $K$. If $W_1$ and $W_2$ are subspaces of $V$, then prove that the subset \[W_1+W_2:=\{\mathbf{x}+\mathbf{y} \mid \mathbf{x}\in W_1, \mathbf{y}\in W_2\}\] is a subspace of the&#46;&#46;&#46;</p>
<p>The post <a href="https://yutsumura.com/the-sum-of-subspaces-is-a-subspace-of-a-vector-space/" target="_blank">The Sum of Subspaces is a Subspace of a Vector Space</a> first appeared on <a href="https://yutsumura.com/" target="_blank">Problems in Mathematics</a>.</p>]]></description>
								<content:encoded><![CDATA[<h2> Problem 430</h2>
<p>		Let $V$ be a vector space over a field $K$.<br />
		If $W_1$ and $W_2$ are subspaces of $V$, then prove that the subset<br />
		\[W_1+W_2:=\{\mathbf{x}+\mathbf{y} \mid \mathbf{x}\in W_1, \mathbf{y}\in W_2\}\]
		is a subspace of the vector space $V$.</p>
<p>&nbsp;<br />
<span id="more-2973"></span></p>
<h2> Proof. </h2>
<p>			We prove the following subspace criteria:</p>
<ol>
<li> The zero vector $\mathbf{0}$ of $V$ is in $W_1+W_2$.</li>
<li> For any $\mathbf{u}, \mathbf{v}\in W_1+W_2$, we have $\mathbf{u}+\mathbf{v}\in W_1+W_2$.</li>
<li> For any $\mathbf{v}\in W_1+W_2$ and $r\in K$, we have $r\mathbf{v}\in W_1+W_2$.</li>
</ol>
<hr />
<p>		Since $W_1$ and $W_2$ are subspaces of $V$, the zero vector $\mathbf{0}$ of $V$ is in both $W_1$ and $W_2$.<br />
		Thus we have<br />
		\[\mathbf{0}=\mathbf{0}+\mathbf{0}\in W_1+W_2.\]
		So condition 1 is met.</p>
<hr />
<p>		Next, let $\mathbf{u}, \mathbf{v}\in W_1+W_2$.<br />
		Since $\mathbf{u}\in W_1+W_2$, we can write<br />
		\[\mathbf{u}=\mathbf{x}+\mathbf{y}\]
		for some $\mathbf{x}\in W_1$ and $\mathbf{y}\in W_2$.<br />
		Similarly, we write<br />
		\[\mathbf{v}=\mathbf{x}&#8217;+\mathbf{y}&#8217;\]
		for some $\mathbf{x}&#8217;\in W_1$ and $\mathbf{y}&#8217;\in W_2$.</p>
<p>		Then we have<br />
		\begin{align*}<br />
	\mathbf{u}+\mathbf{v}&#038;=(\mathbf{x}+\mathbf{y})+(\mathbf{x}&#8217;+\mathbf{y}&#8217;)\\<br />
	&#038;=(\mathbf{x}+\mathbf{x}&#8217;)+(\mathbf{y}+\mathbf{y}&#8217;).<br />
	\end{align*}<br />
	Since $\mathbf{x}$ and $\mathbf{x}&#8217;$ are both in the vector space $W_1$, their sum $\mathbf{x}+\mathbf{x}&#8217;$ is also in $W_1$.<br />
	Similarly we have $\mathbf{y}+\mathbf{y}&#8217;\in W_2$ since $\mathbf{y}, \mathbf{y}&#8217;\in W_2$.</p>
<p>	Thus from the expression above, we see that<br />
	\[\mathbf{u}+\mathbf{v}\in W_1+W_2,\]
	hence condition 2 is met.</p>
<hr />
<p>	Finally, let $\mathbf{v}\in W_1+W_2$ and $r\in K$.<br />
	Then there exist $\mathbf{x}\in W_1$ and $\mathbf{y}\in W_2$ such that<br />
	\[\mathbf{v}=\mathbf{x}+\mathbf{y}.\]
	Since $W_1$ is a subspace, it is closed under scalar multiplication. Hence we have $r\mathbf{x}\in W_1$.<br />
	Similarly, we have $r\mathbf{y}\in W_2$.</p>
<p>	It follows from this observation that<br />
	\begin{align*}<br />
	r\mathbf{v}&#038;=r(\mathbf{x}+\mathbf{y})\\<br />
	&#038;=r\mathbf{x}+r\mathbf{y}\in W_1+W_2,<br />
	\end{align*}<br />
	and thus condition 3 is met.</p>
<hr />
<p>	Therefore, by the subspace criteria $W_1+W_2$ is a subspace of $V$.</p>
<h2> Related Question. </h2>
<div style="padding: 16px; border: none 3px #4169e1; border-radius: 10px; background-color: #f0f8ff; margin-top: 30px; margin-bottom: 30px;"> Let $U$ and $V$ be finite dimensional subspaces in a vector space over a scalar field $K$.<br />
	Then prove that<br />
	\[\dim(U+V) \leq \dim(U)+\dim(V).\]</div>
<p>For a proof, see the post &#8220;<a href="//yutsumura.com/dimension-of-the-sum-of-two-subspaces/" target="_blank">Dimension of the sum of two subspaces</a>&#8220;.</p>
<button class="simplefavorite-button has-count" data-postid="2973" data-siteid="1" data-groupid="1" data-favoritecount="46" style="">Click here if solved <i class="sf-icon-star-empty"></i><span class="simplefavorite-button-count" style="">46</span></button><p>The post <a href="https://yutsumura.com/the-sum-of-subspaces-is-a-subspace-of-a-vector-space/" target="_blank">The Sum of Subspaces is a Subspace of a Vector Space</a> first appeared on <a href="https://yutsumura.com/" target="_blank">Problems in Mathematics</a>.</p>]]></content:encoded>
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