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---
author: MathWorks Blogs
author_tag: mathworks
blog_subtitle: Cleve Moler is the author of the first MATLAB, one of the founders
of MathWorks, and is currently Chief Mathematician at the company. He writes here
about MATLAB, scientific computing and interesting mathematics.
blog_title: 'Cleve’s Corner: Cleve Moler on Mathematics and Computing'
blog_url: https://blogs.mathworks.com/cleve
category: mathworks
date: '2023-09-25 17:57:28'
layout: post
original_url: https://blogs.mathworks.com/cleve/2023/09/25/exploring-matrices-exercises/?s_tid=feedtopost
slug: exploring-matrices-exercises
title: Exploring Matrices Exercises
---

<div class="content"><!--introduction--><p>Try your hand at a few exercises involving <a href="https://blogs.mathworks.com/cleve/2023/09/11/exploring-matrices">Exploring Matrices</a>.</p>
<!--/introduction--><h3>Contents</h3><div><ul><li><a href="https://feeds.feedburner.com/mathworks/moler#39c51606-0f1d-4f63-a836-a5b7b53bd13b">Qube Simplified</a></li><li><a href="https://feeds.feedburner.com/mathworks/moler#7c52cde6-70d3-4ad5-b1a1-37c5ce6e87cc">Exploring Matrices Exercises</a></li><li><a href="https://feeds.feedburner.com/mathworks/moler#72d1baf3-32a5-43fd-9ee9-d78b0756d365">Matrix Multiplication</a></li><li><a href="https://feeds.feedburner.com/mathworks/moler#5866120b-8ad5-44c6-91d4-7599fdd930ad">Rotations and Scaling</a></li><li><a href="https://feeds.feedburner.com/mathworks/moler#9ee4efdc-6cce-4067-b642-b70c3c75d2c6">Computer Graphics</a></li><li><a href="https://feeds.feedburner.com/mathworks/moler#08826629-b0f9-4a97-a3e3-655f52742c85">Matrices and Cubes</a></li></ul></div>
<h4>Qube Simplified<a name="39c51606-0f1d-4f63-a836-a5b7b53bd13b"></a></h4><p><img alt="" hspace="5" src="https://blogs.mathworks.com/cleve/files/Qube_simplified.png" vspace="5" /> </p>
<p>I have simplified the <tt>Qube</tt> app by removing these four buttons.</p>
<div><ul><li><tt>solve</tt>. The &lt;== key now controls the unscrambling operation.</li></ul></div>
<div><ul><li><tt>scramble</tt>. The ==&gt; key now does six random rotations.</li></ul></div>
<div><ul><li><tt>order</tt>. I never found a satisfactory reference for the group theory of Rubik's cube.</li></ul></div>
<div><ul><li><tt>score</tt>. I never found a use for the nuclear norm.</li></ul></div>
<p>Code for <tt>Qube</tt> dated 9/24/2023 is included in the <a href="https://blogs.mathworks.com/cleve/files/Apps_mzip.m">Apps mzip archive</a>.</p>
<h4>Exploring Matrices Exercises<a name="7c52cde6-70d3-4ad5-b1a1-37c5ce6e87cc"></a></h4><p>Here are a few exercises for <a href="https://blogs.mathworks.com/cleve/2023/09/11/exploring-matrices">Exploring Matrices</a>. The answers are available at <a href="https://blogs.mathworks.com/cleve/files/ExMatAnswers.pdf">ExMatAnswers</a>.</p>
<h4>Matrix Multiplication<a name="72d1baf3-32a5-43fd-9ee9-d78b0756d365"></a></h4><p><b>1.</b> Compute by rows, and by columns.</p>
<p>$$
\left(
\begin{array}{rrr}
8 &amp; 1 &amp; 6 \\
3 &amp; 5 &amp; 7 \\
4 &amp; 9 &amp; 2
\end{array}
\right)
\left(
\begin{array}{r}
1 \\
1 \\
1
\end{array}
\right)
$$</p>
<p><b>2.</b> Solve for $z$ using inner products of rows, and using linear combinations of columns.</p>
<p>$$
\left(
\begin{array}{rrr}
1 &amp; 2 &amp; 3 \\
4 &amp; 5 &amp; 6 \\
7 &amp; 8 &amp; 9
\end{array}
\right)
\left(
\begin{array}{r}
1 \\
z \\
1
\end{array}
\right)
\ = \
\left(
\begin{array}{r}
0 \\
0 \\
0
\end{array}
\right)
$$</p>
<p><b>3.</b> What do the <tt>m</tt>, <tt>n</tt> and <tt>p</tt> buttons on the <tt>Multiply</tt> app do? What are the other buttons and what do they do?</p>
<p><b>4.</b> If <i>A</i> is n-by-n and <i>x</i> is n-by-1, how many multiplications are required to compute <i>A x</i> ?</p>
<p><b>5.</b> If <i>A</i> is m-by-n and <i>B</i> is n-by-p, how many multiplications are required to compute <i>A B</i> ?</p>
<h4>Rotations and Scaling<a name="5866120b-8ad5-44c6-91d4-7599fdd930ad"></a></h4><p><b>1.</b> What is <i>R</i>(30&ordm;)?</p>
<p>$$
R(\theta) \ = \
\left(
\begin{array}{rr}
\cos{\theta} &amp; \sin{\theta} \\
-\sin{\theta} &amp; \cos{\theta}
\end{array}
\right)
$$</p>
<p><b>2.</b> Explain <a href="https://xkcd.com/184">https://xkcd.com/184</a>.</p>
<p><b>3.</b> What is the value of $\theta$ ?</p>
<p>$$
R(\theta) \ = \
\left(
\begin{array}{rr}
0.8 &amp; 0.6 \\
-0.6 &amp; 0.8
\end{array}
\right)
$$</p>
<p><b>4.</b> What is the value of $\theta$ ?</p>
<p><img alt="" hspace="5" src="https://blogs.mathworks.com/cleve/files/theta_exer.png" vspace="5" /> </p>
<p><b>5.</b> Edit a copy of <tt>Rotate.m</tt> and replace the house with a hand. You can use <a href="https://mathworks-my.sharepoint.com/:u:/p/moler/EVREwZQo4ZBLkDggPTky6o4BNIfckvaLQoCDdX4ICjch9A?e=dGA2Y4">my hand</a> or your own hand; see exercise 3.4 in <a href="https://www.mathworks.com/content/dam/mathworks/mathworks-dot-com/moler/interp.pdf">Numerical Computing with MATLAB</a> .</p>
<p><img alt="" hspace="5" src="https://blogs.mathworks.com/cleve/files/hand_exer.png" vspace="5" /> </p>
<h4>Computer Graphics<a name="9ee4efdc-6cce-4067-b642-b70c3c75d2c6"></a></h4><p><b>1.</b> Show how homogeneous coordinates and matrix-vector multiplication by <tt>Tx</tt>, <tt>Ty</tt> or <tt>Tz</tt> produce translation.</p>
<p><b>2.</b> What is the range of the rotations used by the pitch, roll, and yaw buttons on the <tt>Grafix</tt> app?</p>
<p><b>3.</b> What color in the beacon on top of the plane? How would you change the beacon's color?</p>
<p><b>4,</b> What is the function of the resolution and offset sliders for the teapot?</p>
<p><b>5,</b> How many times does the bucky ball bounce off the sides of the plot window?</p>
<h4>Matrices and Cubes<a name="08826629-b0f9-4a97-a3e3-655f52742c85"></a></h4><p><b>1.</b> What is the color of central cubelet in the Color Cube?</p>
<p><b>2.</b> What do the "&lt;=" , "&lt;==" , "=&gt;" and "==&gt;" buttons on <tt>Qube</tt> do?</p>
<p><b>3.</b> What is "God's Number" for a 3-by-3-by-3 Rubik's Cube? What are <tt>Q20</tt> and <tt>Q26</tt>? See <a href="https://blogs.mathworks.com/cleve/2022/09/05/rubiks-cube-superflips-and-gods-number">Cleve's Corner 2022/09/05</a>.</p>
<p><b>4.</b> Can you restore the following scrambled cubes with fewer moves than <tt>&lt;==</tt>, the unscramble key? Use the quarter-turn metric and reset the cube with <tt>start</tt> or by clicking on <tt>stack</tt> and <tt>Q0</tt>. You might also want to set <tt>speed</tt> to 30 or 45,</p>
<div><ul><li><tt>LRUDFB</tt></li></ul></div>
<div><ul><li><tt>LRL'R'</tt></li></ul></div>
<div><ul><li><tt>FLLLRB</tt></li></ul></div>
<div><ul><li><tt>Q26</tt></li></ul></div>
<div><ul><li>Reset the random number generator by entering <tt>rng(r)</tt> for some small integer <tt>r</tt> in the command window and then generate six random rotations with the <tt>==&gt;</tt> key.</li></ul></div>
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<!--
661f86ea0d734810b8ca2514e6ba69c9 ##### SOURCE BEGIN #####
%% Exploring Matrices Exercises
% Try your hand at a few exercises involving
% <https://blogs.mathworks.com/cleve/2023/09/11/exploring-matrices
% Exploring Matrices>.
%% Qube Simplified
%
% <<Qube_simplified.png>>
%
% I have simplified the |Qube| app by removing these four buttons.
%
% * |solve|. The <== key now controls the unscrambling
% operation.
%
% * |scramble|. The ==> key now does six random rotations.
%
% * |order|. I never found a satisfactory reference for
% the group theory of Rubik's cube.
%
% * |score|. I never found a use for the nuclear norm.
%
% Code for |Qube| dated 9/24/2023 is included in the
% <https://blogs.mathworks.com/cleve/files/Apps_mzip.m
% Apps mzip archive>.
%% Exploring Matrices Exercises
%
% Here are a few exercises for
% <https://blogs.mathworks.com/cleve/2023/09/11/exploring-matrices
% Exploring Matrices>.
% The answers are available at
% <https://blogs.mathworks.com/cleve/files/ExMatAnswers.pdf
% ExMatAnswers>.
%% Matrix Multiplication
%
% *1.*
% Compute by rows, and by columns.
%
% $$
% \left(
% \begin{array}{rrr}
% 8 & 1 & 6 \\
% 3 & 5 & 7 \\
% 4 & 9 & 2
% \end{array}
% \right)
% \left(
% \begin{array}{r}
% 1 \\
% 1 \\
% 1
% \end{array}
% \right)
% $$
%
%
% *2.*
% Solve for $z$ using inner products of rows, and
% using linear combinations of columns.
%
% $$
% \left(
% \begin{array}{rrr}
% 1 & 2 & 3 \\
% 4 & 5 & 6 \\
% 7 & 8 & 9
% \end{array}
% \right)
% \left(
% \begin{array}{r}
% 1 \\
% z \\
% 1
% \end{array}
% \right)
% \ = \
% \left(
% \begin{array}{r}
% 0 \\
% 0 \\
% 0
% \end{array}
% \right)
% $$
%
%
% *3.*
% What do the |m|, |n| and |p| buttons on the |Multiply| app do?
% What are the other buttons and what do they do?
%
%
% *4.*
% If _A_ is n-by-n and _x_ is n-by-1,
% how many multiplications are required to compute _A x_ ?
%
% *5.*
% If _A_ is m-by-n and _B_ is n-by-p,
% how many multiplications are required to compute _A B_ ?

%% Rotations and Scaling
%
% *1.*
% What is _R_(30º)?
%
% $$
% R(\theta) \ = \
% \left(
% \begin{array}{rr}
% \cos{\theta} & \sin{\theta} \\
% -\sin{\theta} & \cos{\theta}
% \end{array}
% \right)
% $$
%
% *2.*
% Explain <https://xkcd.com/184>.
%
% *3.*
% What is the value of $\theta$ ?
%
% $$
% R(\theta) \ = \
% \left(
% \begin{array}{rr}
% 0.8 & 0.6 \\
% -0.6 & 0.8
% \end{array}
% \right)
% $$
%
%
% *4.*
% What is the value of $\theta$ ?
%
% <<theta_exer.png>>
%
%
% *5.*
% Edit a copy of |Rotate.m| and replace the house with a hand. You can use
% <https://mathworks-my.sharepoint.com/:u:/p/moler/EVREwZQo4ZBLkDggPTky6o4BNIfckvaLQoCDdX4ICjch9A?e=dGA2Y4 my hand>
% or your own hand; see exercise 3.4 in
% <https://www.mathworks.com/content/dam/mathworks/mathworks-dot-com/moler/interp.pdf
% Numerical Computing with MATLAB> .
%
% <<hand_exer.png>>
%

%% Computer Graphics
%
% *1.*
% Show how homogeneous coordinates and matrix-vector multiplication by
% |Tx|, |Ty| or |Tz| produce translation.
%
%
% *2.*
% What is the range of the rotations used by the pitch, roll, and yaw
% buttons on the |Grafix| app?
%
% *3.*
% What color in the beacon on top of the plane?
% How would you change the beacon's color?
%
%
% *4,*
% What is the function of the resolution and offset sliders for the teapot?
%
%
% *5,*
% How many times does the bucky ball bounce off the sides of the plot
% window?
%


%% Matrices and Cubes
%
% *1.*
% What is the color of central cubelet in the Color Cube?
%
%
% *2.*
% What do the "<=" , "<==" , "=>" and "==>" buttons on |Qube| do?
%
%
% *3.*
% What is "God's Number" for a 3-by-3-by-3 Rubik's Cube?
% What are |Q20| and |Q26|?
% See <https://blogs.mathworks.com/cleve/2022/09/05/rubiks-cube-superflips-and-gods-number
% Cleve's Corner 2022/09/05>.
%
%
% *4.*
% Can you restore the following scrambled cubes with fewer moves than |<==|,
% the unscramble key? Use the quarter-turn metric and
% reset the cube with |start| or by clicking on |stack| and |Q0|.
% You might also want to set |speed| to 30 or 45,
%
% * |LRUDFB|
%
% * |LRL'R'|
%
% * |FLLLRB|
%
% * |Q26|
%
% * Reset the random number generator by entering |rng(r)| for some
% small integer |r| in the command window and then generate six
% random rotations with the |==>| key.


##### SOURCE END ##### 661f86ea0d734810b8ca2514e6ba69c9
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