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	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_B_05_(a)/Solution_1&amp;diff=507368</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2016/Question B 05 (a)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_B_05_(a)/Solution_1&amp;diff=507368"/>
		<updated>2018-03-26T08:15:27Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;math&amp;gt;z=-1/2+i\sqrt{3}/2&amp;lt;/math&amp;gt;:&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;a= -1/2, b=\sqrt{3}/2&amp;lt;/math&amp;gt;, it has negative x-value and positive y-value so it should be in the &#039;&#039;&#039;second&#039;&#039;&#039; &#039;&#039;&#039;quadrant&#039;&#039;&#039;. Suppose the angle between &amp;lt;math&amp;gt;z&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;x&amp;lt;/math&amp;gt;-axis is &amp;lt;math&amp;gt;\theta&amp;lt;/math&amp;gt;, we have &amp;lt;math&amp;gt;\tan \theta = \frac{b}{a}= -\sqrt{3}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
It&#039;s known &amp;lt;math&amp;gt; \tan x = - \tan ( \pi-x)&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt; \tan ( \pi/3) =  \sqrt{3}&amp;lt;/math&amp;gt;, &amp;lt;math&amp;gt;\theta \in [90^{\circ}, 180^{\circ}]&amp;lt;/math&amp;gt;. Thus the angle between &amp;lt;math&amp;gt;z&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;x&amp;lt;/math&amp;gt;-axis is &amp;lt;math&amp;gt;\frac{2\pi}{3}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
[[File:Math Exam Resources Courses MATH152 April 2016 Question B 05 (a) 1.png|solution]]&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_B_05_(a)/Solution_1&amp;diff=507367</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2016/Question B 05 (a)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_B_05_(a)/Solution_1&amp;diff=507367"/>
		<updated>2018-03-26T08:14:51Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;math&amp;gt;z=-1/2+i\sqrt{3}/2&amp;lt;/math&amp;gt;:&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;a= -1/2, b=\sqrt{3}/2&amp;lt;/math&amp;gt;, it has negative x-value and positive y-value so it should be in the &#039;&#039;&#039;second&#039;&#039;&#039; &#039;&#039;&#039;quadrant&#039;&#039;&#039;. Suppose the angle between &amp;lt;math&amp;gt;z&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;x&amp;lt;/math&amp;gt;-axis is &amp;lt;math&amp;gt;\theta&amp;lt;/math&amp;gt;, we have &amp;lt;math&amp;gt;\tan \theta = \frac{b}{a}= -\sqrt{3}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
It&#039;s known &amp;lt;math&amp;gt; \tan x = - \tan ( \pi-x)&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt; \tan ( \pi/3) =  \sqrt{3}&amp;lt;/math&amp;gt;, &amp;lt;math&amp;gt;\theta \in [90^{\circ}, 180^{\circ}]&amp;lt;/math&amp;gt;. Thus the angle between &amp;lt;math&amp;gt;z&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;x&amp;lt;/math&amp;gt;-axis is &amp;lt;math&amp;gt;\\frac{2\pi}{3}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
[[File:Math Exam Resources Courses MATH152 April 2016 Question B 05 (a) 1.png|solution]]&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=File:Math_Exam_Resources_Courses_MATH152_April_2016_Question_B_05_(a)_1.png&amp;diff=507366</id>
		<title>File:Math Exam Resources Courses MATH152 April 2016 Question B 05 (a) 1.png</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=File:Math_Exam_Resources_Courses_MATH152_April_2016_Question_B_05_(a)_1.png&amp;diff=507366"/>
		<updated>2018-03-26T08:14:28Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: User created page with UploadWizard&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;=={{int:filedesc}}==&lt;br /&gt;
{{Information&lt;br /&gt;
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|date=2018-03-26 01:11:08&lt;br /&gt;
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|author=[[User:ZIMINGYIN|ZIMINGYIN]]&lt;br /&gt;
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{{self|cc-by-sa-3.0}}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Uploaded with UploadWizard]]&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_A_24/Hint_1&amp;diff=507362</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2016/Question A 24/Hint 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_A_24/Hint_1&amp;diff=507362"/>
		<updated>2018-03-26T07:39:49Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Definition of eigenvectors and eigenvalues.&lt;br /&gt;
&lt;br /&gt;
In Matlab, command &amp;lt;math&amp;gt;[V,D] = eig(A)&amp;lt;/math&amp;gt; returns diagonal matrix &amp;lt;math&amp;gt;D&amp;lt;/math&amp;gt; of eigenvalues and matrix &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; whose columns are the corresponding right eigenvectors, so that &amp;lt;math&amp;gt;A*V = V*D&amp;lt;/math&amp;gt;.&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_A_24/Solution_1&amp;diff=507361</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2016/Question A 24/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_A_24/Solution_1&amp;diff=507361"/>
		<updated>2018-03-26T07:39:22Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Following the hint, the diagonal matrix &amp;lt;math&amp;gt;D&amp;lt;/math&amp;gt; is the eigenvalues and the column of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; are the are the corresponding right eigenvectors.&lt;br /&gt;
&lt;br /&gt;
Therefore, A has 3 eigenvalues: &amp;lt;math&amp;gt;1+2i&amp;lt;/math&amp;gt;, &amp;lt;math&amp;gt;1-2i&amp;lt;/math&amp;gt;, &amp;lt;math&amp;gt;-1&amp;lt;/math&amp;gt;, and their corresponding eigenvectors are &amp;lt;math&amp;gt; [0.8165,0,0.4082-0.4082i]^T&amp;lt;/math&amp;gt; , &amp;lt;math&amp;gt; [0.8165,0,0.4082+0.4082i]^T&amp;lt;/math&amp;gt; , &amp;lt;math&amp;gt; [0.5774,0.5774,0.5774]^T&amp;lt;/math&amp;gt;. The eigenvectors in &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; are normalized so that the 2-norm of each one is &amp;lt;math&amp;gt;1&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
So &amp;lt;math&amp;gt; (a)&amp;lt;/math&amp;gt; is wrong. We have  &amp;lt;math&amp;gt;-1&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; (b)&amp;lt;/math&amp;gt; is wrong. We have  &amp;lt;math&amp;gt;1+2i&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; (c) , (d)&amp;lt;/math&amp;gt; is correct.  A has three different eigenvalues and hence the three eigenvectors are independent, and they can form a set of basis.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; (e)&amp;lt;/math&amp;gt; is correct. &amp;lt;math&amp;gt;  [1,1,1]^{T}  &amp;lt;/math&amp;gt; is a scalar multiples of the last column vectors of &amp;lt;math&amp;gt;A&amp;lt;/math&amp;gt;. The scalar multiplication of any eigenvector is a eigenvector as well, so &amp;lt;math&amp;gt;(e)&amp;lt;/math&amp;gt; is correct&lt;br /&gt;
&lt;br /&gt;
Thus, the answer is &amp;lt;math&amp;gt;\color{blue}(c),(d),(e)&amp;lt;/math&amp;gt;.&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_A_24/Solution_1&amp;diff=507360</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2016/Question A 24/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_A_24/Solution_1&amp;diff=507360"/>
		<updated>2018-03-26T07:38:48Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Following the hint, the diagonal matrix &amp;lt;math&amp;gt;D&amp;lt;/math&amp;gt; is the eigenvalues and the column of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; are the are the corresponding right eigenvectors.&lt;br /&gt;
&lt;br /&gt;
Therefore, A has 3 eigenvalues: &amp;lt;math&amp;gt;1+2i&amp;lt;/math&amp;gt;, &amp;lt;math&amp;gt;1-2i&amp;lt;/math&amp;gt;, &amp;lt;math&amp;gt;-1&amp;lt;/math&amp;gt;, and their corresponding eigenvectors are &amp;lt;math&amp;gt; [0.8165,0,0.4082-0.4082i]&amp;lt;/math&amp;gt; , &amp;lt;math&amp;gt; [0.8165,0,0.4082+0.4082i]&amp;lt;/math&amp;gt; , &amp;lt;math&amp;gt; [0.5774,0.5774,0.5774]&amp;lt;/math&amp;gt;. The eigenvectors in &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; are normalized so that the 2-norm of each one is &amp;lt;math&amp;gt;1&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
So &amp;lt;math&amp;gt; (a)&amp;lt;/math&amp;gt; is wrong. We have  &amp;lt;math&amp;gt;-1&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; (b)&amp;lt;/math&amp;gt; is wrong. We have  &amp;lt;math&amp;gt;1+2i&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; (c) , (d)&amp;lt;/math&amp;gt; is correct.  A has three different eigenvalues and hence the three eigenvectors are independent, and they can form a set of basis.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; (e)&amp;lt;/math&amp;gt; is correct. &amp;lt;math&amp;gt;  [1,1,1]^{T}  &amp;lt;/math&amp;gt; is a scalar multiples of the last column vectors of &amp;lt;math&amp;gt;A&amp;lt;/math&amp;gt;. The scalar multiplication of any eigenvector is a eigenvector as well, so &amp;lt;math&amp;gt;(e)&amp;lt;/math&amp;gt; is correct&lt;br /&gt;
&lt;br /&gt;
Thus, the answer is &amp;lt;math&amp;gt;\color{blue}(c),(d),(e)&amp;lt;/math&amp;gt;.&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_A_23/Hint_2&amp;diff=507195</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2016/Question A 23/Hint 2</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_A_23/Hint_2&amp;diff=507195"/>
		<updated>2018-03-25T21:12:21Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: Created page with &amp;quot;Instead of doing this for each column, we can row reduce all these systems simultaneously, by attaching all columns of &amp;lt;math&amp;gt;I&amp;lt;/math&amp;gt; (i.e. the whole matrix &amp;lt;math&amp;gt; I&amp;lt;/math&amp;gt;) o...&amp;quot;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Instead of doing this for each column, we can row reduce all these systems simultaneously, by attaching all columns of &amp;lt;math&amp;gt;I&amp;lt;/math&amp;gt; (i.e. the whole matrix &amp;lt;math&amp;gt; I&amp;lt;/math&amp;gt;) on the right of &amp;lt;math&amp;gt;A&amp;lt;/math&amp;gt; in the augmented matrix and obtaining all columns of &amp;lt;math&amp;gt;X&amp;lt;/math&amp;gt; (i.e. the whole inverse matrix) on the right of the identity matrix in the row-equivalent matrix:&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;[ A | I ] \rightarrow [ I | X ]&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
If this procedure works out, i.e. if we are able to convert &amp;lt;math&amp;gt;A &amp;lt;/math&amp;gt; to identity using row operations, then &amp;lt;math&amp;gt;A &amp;lt;/math&amp;gt;is invertible and &amp;lt;math&amp;gt;A^{-1} = X&amp;lt;/math&amp;gt;.&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_A_23/Solution_2&amp;diff=507190</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2016/Question A 23/Solution 2</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2016/Question_A_23/Solution_2&amp;diff=507190"/>
		<updated>2018-03-25T21:08:49Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: Created page with &amp;quot;Alternatively, we can also use row reduction.  Form the augmented matrix &amp;lt;math&amp;gt;[A|I]= &amp;lt;/math&amp;gt; &amp;lt;math&amp;gt;\left[\begin{array}{ccc|ccc}    2 &amp;amp; 1 &amp;amp; 3 &amp;amp;1 &amp;amp;0 &amp;amp;0\\    1 &amp;amp; 0 &amp;amp; 1 &amp;amp; 0 &amp;amp; 1&amp;amp;...&amp;quot;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Alternatively, we can also use row reduction.&lt;br /&gt;
&lt;br /&gt;
Form the augmented matrix &amp;lt;math&amp;gt;[A|I]= &amp;lt;/math&amp;gt; &amp;lt;math&amp;gt;\left[\begin{array}{ccc|ccc}  &lt;br /&gt;
 2 &amp;amp; 1 &amp;amp; 3 &amp;amp;1 &amp;amp;0 &amp;amp;0\\  &lt;br /&gt;
 1 &amp;amp; 0 &amp;amp; 1 &amp;amp; 0 &amp;amp; 1&amp;amp; 0\\&lt;br /&gt;
0 &amp;amp;1 &amp;amp; 2 &amp;amp; 0 &amp;amp; 0 &amp;amp;1  &lt;br /&gt;
\end{array}\right]&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Interchange &amp;lt;math&amp;gt;R_2&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;R_1&amp;lt;/math&amp;gt; :  &lt;br /&gt;
&amp;lt;math&amp;gt;\left[\begin{array}{ccc|ccc}  &lt;br /&gt;
 1 &amp;amp; 0 &amp;amp; 1 &amp;amp; 0 &amp;amp; 1&amp;amp; 0\\&lt;br /&gt;
 2 &amp;amp; 1 &amp;amp; 3 &amp;amp;1 &amp;amp;0 &amp;amp;0\\  &lt;br /&gt;
0 &amp;amp;1 &amp;amp; 2 &amp;amp; 0 &amp;amp; 0 &amp;amp;1  &lt;br /&gt;
\end{array}\right]&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; R_2 - 2R_1 \rightarrow R_2 &amp;lt;/math&amp;gt; :  &lt;br /&gt;
&amp;lt;math&amp;gt;\left[\begin{array}{ccc|ccc}  &lt;br /&gt;
 1 &amp;amp; 0 &amp;amp; 1 &amp;amp; 0 &amp;amp; 1&amp;amp; 0\\&lt;br /&gt;
 0 &amp;amp; 1 &amp;amp; 1 &amp;amp;1 &amp;amp;-2 &amp;amp;0\\  &lt;br /&gt;
0 &amp;amp;1 &amp;amp; 2 &amp;amp; 0 &amp;amp; 0 &amp;amp;1  &lt;br /&gt;
\end{array}\right]&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; R_3 - R_2 \rightarrow R_3 &amp;lt;/math&amp;gt; :  &lt;br /&gt;
&amp;lt;math&amp;gt;\left[\begin{array}{ccc|ccc}  &lt;br /&gt;
 1 &amp;amp; 0 &amp;amp; 1 &amp;amp; 0 &amp;amp; 1&amp;amp; 0\\&lt;br /&gt;
 0 &amp;amp; 1 &amp;amp; 1 &amp;amp;1 &amp;amp;-2 &amp;amp;0\\  &lt;br /&gt;
0 &amp;amp;0 &amp;amp; 1 &amp;amp; -1 &amp;amp; 2 &amp;amp;1  &lt;br /&gt;
\end{array}\right]&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; R_1 - R_3 \rightarrow R_1 &amp;lt;/math&amp;gt; :  &lt;br /&gt;
&amp;lt;math&amp;gt;\left[\begin{array}{ccc|ccc}  &lt;br /&gt;
 1 &amp;amp; 0 &amp;amp; 0 &amp;amp; 1 &amp;amp; -1&amp;amp; -1\\&lt;br /&gt;
 0 &amp;amp; 1 &amp;amp; 1 &amp;amp;1 &amp;amp;-2 &amp;amp;0\\  &lt;br /&gt;
0 &amp;amp;0 &amp;amp; 1 &amp;amp; -1 &amp;amp; 2 &amp;amp;1  &lt;br /&gt;
\end{array}\right]&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; R_2 - R_3 \rightarrow R_2 &amp;lt;/math&amp;gt; :  &lt;br /&gt;
&amp;lt;math&amp;gt;\left[\begin{array}{ccc|ccc}  &lt;br /&gt;
 1 &amp;amp; 0 &amp;amp; 0 &amp;amp; 1 &amp;amp; -1&amp;amp; -1\\&lt;br /&gt;
 0 &amp;amp; 1 &amp;amp; 0 &amp;amp;2 &amp;amp;-4 &amp;amp;-1\\  &lt;br /&gt;
0 &amp;amp;0 &amp;amp; 1 &amp;amp; -1 &amp;amp; 2 &amp;amp;1  &lt;br /&gt;
\end{array}\right]&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Therefore, &lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;A^{-1}= \begin{bmatrix}&lt;br /&gt;
1&amp;amp;-1&amp;amp;-1\\2&amp;amp;-4&amp;amp;-1\\-1&amp;amp;2&amp;amp;1&lt;br /&gt;
\end{bmatrix}.&amp;lt;/math&amp;gt;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)&amp;diff=507186</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 06 (b)</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)&amp;diff=507186"/>
		<updated>2018-03-25T20:24:27Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&amp;lt;!-- FLAGS SUMMARY --&amp;gt;&lt;br /&gt;
&amp;lt;!-- first letter is for status: C=content to add, R=to review, QB=reviewed as bad quality, QG = reviewed as good quality --&amp;gt;&lt;br /&gt;
&amp;lt;!-- second letter is for object: Q=question statement, H=hint, S=solution, T=tags --&amp;gt;&lt;br /&gt;
&amp;lt;!-- for more information see Science:MER/Flags --&amp;gt;&lt;br /&gt;
&amp;lt;!-- WRITE FLAGS BETWEEN HERE --&amp;gt;&lt;br /&gt;
[[Category:MER QGQ flag]][[Category:MER RH flag]][[Category:MER RS flag]][[Category:MER RT flag]]&lt;br /&gt;
&amp;lt;!-- AND HERE --&amp;gt;&lt;br /&gt;
&amp;lt;!-- TAGS SUMMARY --&amp;gt;&lt;br /&gt;
&amp;lt;!-- To see the list of all possible Tags, please check Science:MER/Tags --&amp;gt;&lt;br /&gt;
&amp;lt;!-- Please do not invent your own tags without having them added to the dictionary, it would be useless --&amp;gt;&lt;br /&gt;
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&amp;lt;!-- AND HERE --&amp;gt;&lt;br /&gt;
{{MER Question page}}&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)/Solution_2&amp;diff=507185</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 06 (b)/Solution 2</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)/Solution_2&amp;diff=507185"/>
		<updated>2018-03-25T20:24:05Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Alt Sol: using demand elasticity formula &amp;lt;math&amp;gt; E = \frac{p}{q}\frac{dq}{dp}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; p +10q=168 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Consider &amp;lt;math&amp;gt;q&amp;lt;/math&amp;gt; is a function of &amp;lt;math&amp;gt;p&amp;lt;/math&amp;gt;, and we take the derivative of  &amp;lt;math&amp;gt;p&amp;lt;/math&amp;gt;:&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; 1+10 \frac{dq}{dp} =0&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;\frac{dq}{dp} = -\frac{1}{10}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Therefore &amp;lt;math&amp;gt; E=-\frac{1}{10}\cdot\frac{p}{q}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Recall when &amp;lt;math&amp;gt;E=-1&amp;lt;/math&amp;gt;, we say the good is price unit elastic. This is the optimal price which means it maximizes revenue.&lt;br /&gt;
 &lt;br /&gt;
So setting &amp;lt;math&amp;gt;E=-1&amp;lt;/math&amp;gt; gives us :&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; -1 = -\frac{1}{10} \cdot \frac{p}{q} \rightarrow p=10q \rightarrow p = 168- p \rightarrow p = 84&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}84&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Thread:User_talk:ZIMINGYIN/Q2b_Math104_(2016)_and_others_on_this_exam/reply&amp;diff=505688</id>
		<title>Thread:User talk:ZIMINGYIN/Q2b Math104 (2016) and others on this exam/reply</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Thread:User_talk:ZIMINGYIN/Q2b_Math104_(2016)_and_others_on_this_exam/reply&amp;diff=505688"/>
		<updated>2018-03-18T08:33:18Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: Reply to Q2b Math104 (2016) and others on this exam&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Two figures reupload now, added the source and author.&lt;br /&gt;
&lt;br /&gt;
Ziming&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Solution_1&amp;diff=505687</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Solution_1&amp;diff=505687"/>
		<updated>2018-03-18T08:31:22Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 3.jpg|solution]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The first derivative of m is straightforward, if the derivative is positive, then &amp;lt;math&amp;gt;f&#039;&amp;gt;0&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
For &amp;lt;math&amp;gt;f&#039;&#039;&amp;lt;/math&amp;gt;, we use the points of inflection (3 and 5 from question). 3 is one inflection point. From 0 to 3, &amp;lt;math&amp;gt;f&#039;&amp;lt;/math&amp;gt; goes from positive to negative, thus during that area, &amp;lt;math&amp;gt;f&#039;&#039; &amp;lt;0 &amp;lt;/math&amp;gt;. For &amp;lt;math&amp;gt; t \in [3,5], f&#039;&#039; &amp;gt;0&amp;lt;/math&amp;gt;. For &amp;lt;math&amp;gt; t &amp;gt;5, f&#039;&#039; &amp;lt;0&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
The part where &amp;lt;math&amp;gt;f&#039;, f&#039;&#039;&amp;lt;/math&amp;gt; are both positive: &amp;lt;math&amp;gt; \left( 4,5 \right)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The part where &amp;lt;math&amp;gt;f&#039;, f&#039;&#039;&amp;lt;/math&amp;gt; are both negative: &amp;lt;math&amp;gt; \left( 2,3 \right)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}\left( 2,3 \right),  \left( 4,5 \right)&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505686</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Statement</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505686"/>
		<updated>2018-03-18T08:31:02Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;The graph of the position of a particle is shown below, where &amp;lt;math&amp;gt; t &amp;lt;/math&amp;gt; is measured in second and the dots are local extrema or points of inflection. Determine when the particle is&lt;br /&gt;
speeding up. Hint: a particle is &amp;quot;speeding up&amp;quot; when its velocity and acceleration have the same sign.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 4.jpg|solution]]&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=File:Math_Exam_Resources_Courses_MATH104_December_2016_Question_2_(b)_picture_4.jpg&amp;diff=505685</id>
		<title>File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 4.jpg</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=File:Math_Exam_Resources_Courses_MATH104_December_2016_Question_2_(b)_picture_4.jpg&amp;diff=505685"/>
		<updated>2018-03-18T08:30:42Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: User created page with UploadWizard&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;=={{int:filedesc}}==&lt;br /&gt;
{{Information&lt;br /&gt;
|description={{en|1=solution}}&lt;br /&gt;
|date=2018-03-18 01:29:49&lt;br /&gt;
|source=final exam answer&lt;br /&gt;
|author=Shawn Desaulniers&lt;br /&gt;
|permission=&lt;br /&gt;
|other_versions=&lt;br /&gt;
}}&lt;br /&gt;
&lt;br /&gt;
=={{int:license-header}}==&lt;br /&gt;
{{subst:uwl}}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Uploaded with UploadWizard]]&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Solution_1&amp;diff=505684</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Solution_1&amp;diff=505684"/>
		<updated>2018-03-18T08:28:06Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 3.jpg|solution]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The first derivative of m is straightforward, if the derivative is positive, then &amp;lt;math&amp;gt;f&#039;&amp;gt;0&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
For &amp;lt;math&amp;gt;f&#039;&#039;&amp;lt;/math&amp;gt;, we use the points of inflection (3 and 5 from question). 3 is one inflection point. From 0 to 3, &amp;lt;math&amp;gt;f&#039;&amp;lt;/math&amp;gt; goes from positive to negative, thus during that area, &amp;lt;math&amp;gt;f&#039;&#039; &amp;lt;0 &amp;lt;/math&amp;gt;. For &amp;lt;math&amp;gt; t \in [3,5], f&#039;&#039; &amp;gt;0&amp;lt;/math&amp;gt;. For &amp;lt;math&amp;gt; t &amp;gt;5, f&#039;&#039; &amp;lt;0&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
The part where &amp;lt;math&amp;gt;f&#039;, f&#039;&#039;&amp;lt;/math&amp;gt; are both positive: &amp;lt;math&amp;gt; \left( 4,5 \right)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The part where &amp;lt;math&amp;gt;f&#039;, f&#039;&#039;&amp;lt;/math&amp;gt; are both negative: &amp;lt;math&amp;gt; \left( 2,3 \right)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}\left( 2,3 \right),  \left( 4,5 \right)&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Solution_1&amp;diff=505683</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Solution_1&amp;diff=505683"/>
		<updated>2018-03-18T08:27:50Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 3.png|solution]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The first derivative of m is straightforward, if the derivative is positive, then &amp;lt;math&amp;gt;f&#039;&amp;gt;0&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
For &amp;lt;math&amp;gt;f&#039;&#039;&amp;lt;/math&amp;gt;, we use the points of inflection (3 and 5 from question). 3 is one inflection point. From 0 to 3, &amp;lt;math&amp;gt;f&#039;&amp;lt;/math&amp;gt; goes from positive to negative, thus during that area, &amp;lt;math&amp;gt;f&#039;&#039; &amp;lt;0 &amp;lt;/math&amp;gt;. For &amp;lt;math&amp;gt; t \in [3,5], f&#039;&#039; &amp;gt;0&amp;lt;/math&amp;gt;. For &amp;lt;math&amp;gt; t &amp;gt;5, f&#039;&#039; &amp;lt;0&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
The part where &amp;lt;math&amp;gt;f&#039;, f&#039;&#039;&amp;lt;/math&amp;gt; are both positive: &amp;lt;math&amp;gt; \left( 4,5 \right)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The part where &amp;lt;math&amp;gt;f&#039;, f&#039;&#039;&amp;lt;/math&amp;gt; are both negative: &amp;lt;math&amp;gt; \left( 2,3 \right)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}\left( 2,3 \right),  \left( 4,5 \right)&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=File:Math_Exam_Resources_Courses_MATH104_December_2016_Question_2_(b)_picture_3.jpg&amp;diff=505682</id>
		<title>File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 3.jpg</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=File:Math_Exam_Resources_Courses_MATH104_December_2016_Question_2_(b)_picture_3.jpg&amp;diff=505682"/>
		<updated>2018-03-18T08:26:24Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: User created page with UploadWizard&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;=={{int:filedesc}}==&lt;br /&gt;
{{Information&lt;br /&gt;
|description={{en|1=solution}}&lt;br /&gt;
|date=2018-03-18 01:24:09&lt;br /&gt;
|source=final answers&lt;br /&gt;
|author=Shawn Desaulniers&lt;br /&gt;
|permission=&lt;br /&gt;
|other_versions=&lt;br /&gt;
}}&lt;br /&gt;
&lt;br /&gt;
=={{int:license-header}}==&lt;br /&gt;
{{subst:uwl}}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Uploaded with UploadWizard]]&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=File:Math_Exam_Resources_Courses_MATH104_December_2016_Question_2_(b)_picture_1.png&amp;diff=505681</id>
		<title>File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 1.png</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=File:Math_Exam_Resources_Courses_MATH104_December_2016_Question_2_(b)_picture_1.png&amp;diff=505681"/>
		<updated>2018-03-18T08:19:43Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;=={{int:filedesc}}==&lt;br /&gt;
{{Information&lt;br /&gt;
|description={{en|1=question}}&lt;br /&gt;
|date=2018-03-17 22:50:51&lt;br /&gt;
|source={{own}}&lt;br /&gt;
|author=[[User:Shawn Desaulniers]]&lt;br /&gt;
|permission=&lt;br /&gt;
|other_versions=&lt;br /&gt;
}}&lt;br /&gt;
&lt;br /&gt;
=={{int:license-header}}==&lt;br /&gt;
{{self|cc-by-sa-3.0}}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Uploaded with UploadWizard]]&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=File:Math_Exam_Resources_Courses_MATH104_December_2016_Question_2_(b)_picture_1.png&amp;diff=505680</id>
		<title>File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 1.png</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=File:Math_Exam_Resources_Courses_MATH104_December_2016_Question_2_(b)_picture_1.png&amp;diff=505680"/>
		<updated>2018-03-18T08:19:08Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: ZIMINGYIN uploaded a new version of &amp;amp;quot;File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 1.png&amp;amp;quot;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;=={{int:filedesc}}==&lt;br /&gt;
{{Information&lt;br /&gt;
|description={{en|1=question}}&lt;br /&gt;
|date=2018-03-17 22:50:51&lt;br /&gt;
|source={{own}}&lt;br /&gt;
|author=[[User:ZIMINGYIN|ZIMINGYIN]]&lt;br /&gt;
|permission=&lt;br /&gt;
|other_versions=&lt;br /&gt;
}}&lt;br /&gt;
&lt;br /&gt;
=={{int:license-header}}==&lt;br /&gt;
{{self|cc-by-sa-3.0}}&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Uploaded with UploadWizard]]&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2015/Question_B_6_(a)/Solution_2&amp;diff=505679</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2015/Question B 6 (a)/Solution 2</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2015/Question_B_6_(a)/Solution_2&amp;diff=505679"/>
		<updated>2018-03-18T08:11:51Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Following the second hint, Since matrix &amp;lt;math&amp;gt;A&amp;lt;/math&amp;gt; is a orthogonal rotation matrix, therefore it has determinant &amp;lt;math&amp;gt;\pm 1&amp;lt;/math&amp;gt;. For this question, the determinant is &amp;lt;math&amp;gt;1&amp;lt;/math&amp;gt;.  &lt;br /&gt;
&lt;br /&gt;
Out of three eigenvalues, one of them must be 1 from the property of an orthogonal rotation matrix. Now suppose the left two eigenvalues are &amp;lt;math&amp;gt;z_1&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;z_2&amp;lt;/math&amp;gt;. Since the sum of the eigenvalues is the trace of the matrix, and since their product is the determinant, we have &amp;lt;math&amp;gt; 1+z_1 +z_2 =1&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt; z_1 \cdot z_2 = 1&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;z_1 = i, z_2 = -i&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}1,i,-i&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2015/Question_B_6_(a)/Solution_2&amp;diff=505678</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2015/Question B 6 (a)/Solution 2</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2015/Question_B_6_(a)/Solution_2&amp;diff=505678"/>
		<updated>2018-03-18T08:11:32Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: Created page with &amp;quot;Following the second hint, Since matrix &amp;lt;math&amp;gt;A&amp;lt;/math&amp;gt; is a orthogonal rotation matrix, therefore it has determinant &amp;lt;math&amp;gt;\pm 1&amp;lt;/math&amp;gt;. For this question, the determinant is...&amp;quot;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Following the second hint, Since matrix &amp;lt;math&amp;gt;A&amp;lt;/math&amp;gt; is a orthogonal rotation matrix, therefore it has determinant &amp;lt;math&amp;gt;\pm 1&amp;lt;/math&amp;gt;. For this question, the determinant is &amp;lt;math&amp;gt;1&amp;lt;/math&amp;gt;.  &lt;br /&gt;
&lt;br /&gt;
Out of three eigenvalues, one of them must be 1 from the property of an orthogonal rotation matrix. Now suppose the left two eigenvalues are &amp;lt;math&amp;gt;z_1&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;z_2&amp;lt;/math&amp;gt;. Since the sum of the eigenvalues is the trace of the matrix, and since their product is the determinant, we have &amp;lt;math&amp;gt; 1+z_1 +z_2 =1&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt; z_1 \cdot z_2 = 1&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;z_1 = I, z_2 = -I&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}1,i,-i&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2015/Question_B_6_(a)/Hint_2&amp;diff=505675</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2015/Question B 6 (a)/Hint 2</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2015/Question_B_6_(a)/Hint_2&amp;diff=505675"/>
		<updated>2018-03-18T08:01:11Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: Created page with &amp;quot;We may also use the property of  orthogonal rotation matrix  is we notice the geometry of the question.&amp;quot;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;We may also use the property of  orthogonal rotation matrix  is we notice the geometry of the question.&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Thread:Science_talk:Math_Exam_Resources/Courses/MATH104/December_2016/Question_04_(a)/Add_more_explanation/reply&amp;diff=505669</id>
		<title>Thread:Science talk:Math Exam Resources/Courses/MATH104/December 2016/Question 04 (a)/Add more explanation/reply</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Thread:Science_talk:Math_Exam_Resources/Courses/MATH104/December_2016/Question_04_(a)/Add_more_explanation/reply&amp;diff=505669"/>
		<updated>2018-03-18T07:43:02Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: Reply to Add more explanation&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Hi Hyunju,&lt;br /&gt;
&lt;br /&gt;
Sorry I finished them at this very late day... I added some explanation and let me know if it&#039;s still unclear.&lt;br /&gt;
&lt;br /&gt;
Goodnight!&lt;br /&gt;
Ziming&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_04_(a)/Solution_1&amp;diff=505666</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 04 (a)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_04_(a)/Solution_1&amp;diff=505666"/>
		<updated>2018-03-18T07:34:37Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;The linear approximation of &amp;lt;math&amp;gt;f(x)&amp;lt;/math&amp;gt; given a point &amp;lt;math&amp;gt;x =a&amp;lt;/math&amp;gt; should be &amp;lt;math&amp;gt; T(x) =  f(a) +f&#039;(a) \cdot (x-a)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Let &amp;lt;math&amp;gt; f(x) =\sqrt{x} &amp;lt;/math&amp;gt;. The first thing we need to do is find a value of &amp;lt;math&amp;gt;x &amp;lt;/math&amp;gt; &amp;quot;close to&amp;quot; 69 which will be 64 from the hint.&lt;br /&gt;
&lt;br /&gt;
Next we&#039;ll need &amp;lt;math&amp;gt; f&#039;(x) = \frac{1}{2\sqrt{x}}&amp;lt;/math&amp;gt;, thus &amp;lt;math&amp;gt;f&#039;(64) = \frac{1}{2 \cdot 8} = \frac{1}{16}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Therefore the linear approximation line is:&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;&lt;br /&gt;
\begin{align}&lt;br /&gt;
T(x) = &amp;amp; f(a) +f&#039;(a) \cdot (x-a)\\&lt;br /&gt;
=&amp;amp; f(64) +f&#039;(64) \cdot (x-64)\\&lt;br /&gt;
=&amp;amp; 8 + \frac{1}{16} \cdot (x-64)&lt;br /&gt;
\end{align}&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; T(69) = 8 + \frac{1}{16} \cdot (69-64)=8 + \frac{5}{16}  = \frac{133}{16}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}\frac{133}{16}&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_04_(a)/Hint_1&amp;diff=505664</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 04 (a)/Hint 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_04_(a)/Hint_1&amp;diff=505664"/>
		<updated>2018-03-18T07:31:41Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;A simple way of approximating &amp;lt;math&amp;gt;\sqrt{69}&amp;lt;/math&amp;gt; is to construct the linear approximation of (i.e., &#039;&#039;tangent line&#039;&#039; to) &amp;lt;math&amp;gt;f(x) = \sqrt{x}&amp;lt;/math&amp;gt; at some point &amp;lt;math&amp;gt;(a, f(a))&amp;lt;/math&amp;gt; for which &amp;lt;math&amp;gt;f(a)&amp;lt;/math&amp;gt; is known exactly. Therefore, the point needs to satisfy two things: have a pretty straightforward square root and also close to   &amp;lt;math&amp;gt;\sqrt{69}&amp;lt;/math&amp;gt;. Thus we choose &amp;lt;math&amp;gt;a \approx 69.&amp;lt;/math&amp;gt;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)/Solution_1&amp;diff=505663</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 06 (b)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)/Solution_1&amp;diff=505663"/>
		<updated>2018-03-18T07:27:58Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;From  demand curve, we have the relationship between &amp;lt;math&amp;gt;p&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;q&amp;lt;/math&amp;gt; as &amp;lt;math&amp;gt;q=  \frac{168-p}{10}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Following the hint, the revenue is&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;&lt;br /&gt;
\begin{align}&lt;br /&gt;
R &amp;amp;= p \cdot q\\ &lt;br /&gt;
R &amp;amp;= p \cdot \frac{168-p}{10}\\&lt;br /&gt;
\end{align}&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
If we wanna find the price that makes most revenue, then that point should be at the maximum of function &amp;lt;math&amp;gt;R&amp;lt;/math&amp;gt;, where the derivative of function is zero.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Therefore setting &amp;lt;math&amp;gt;\frac{dR}{dp}=  \frac{1}{10} \cdot (168 -p-p)=0&amp;lt;/math&amp;gt; gives us &amp;lt;math&amp;gt;2p = 168 \rightarrow p=84&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}84&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)/Solution_1&amp;diff=505662</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 06 (b)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)/Solution_1&amp;diff=505662"/>
		<updated>2018-03-18T07:27:28Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;From  demand curve, we have the relationship between &amp;lt;math&amp;gt;p&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;q&amp;lt;/math&amp;gt; as &amp;lt;math&amp;gt;q=  \frac{168-p}{10}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Following the hint, the revenue is&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;&lt;br /&gt;
\begin{align}&lt;br /&gt;
R &amp;amp;= p \cdot q\\ &lt;br /&gt;
R &amp;amp;= p \cdot \frac{168-p}{10}\\&lt;br /&gt;
\frac{dR}{dp} &amp;amp;=  \frac{1}{10} \cdot (168 -p-p)&lt;br /&gt;
\end{align}&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
If we wanna find the price that makes most revenue, then that point should be at the maximum of function &amp;lt;math&amp;gt;R&amp;lt;/math&amp;gt;, where the derivative of function is zero.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Therefore setting &amp;lt;math&amp;gt;\frac{dR}{dp} =0&amp;lt;/math&amp;gt; gives us &amp;lt;math&amp;gt;2p = 168 \rightarrow p=84&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}84&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)/Solution_1&amp;diff=505661</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 06 (b)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)/Solution_1&amp;diff=505661"/>
		<updated>2018-03-18T07:26:05Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;The revenue is&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;&lt;br /&gt;
\begin{align}&lt;br /&gt;
R &amp;amp;= p \cdot q\\ &lt;br /&gt;
R &amp;amp;= p \cdot \frac{168-p}{10}\\&lt;br /&gt;
\frac{dR}{dp} &amp;amp;=  \frac{1}{10} \cdot (168 -p-p)&lt;br /&gt;
\end{align}&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
If we wanna find the price that makes most revenue, then that point should be at the maximum of function &amp;lt;math&amp;gt;R&amp;lt;/math&amp;gt;, where the derivative of function is zero.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Therefore setting &amp;lt;math&amp;gt;\frac{dR}{dp} =0&amp;lt;/math&amp;gt; gives us &amp;lt;math&amp;gt;2p = 168 \rightarrow p=84&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}84&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)/Solution_2&amp;diff=505660</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 06 (b)/Solution 2</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)/Solution_2&amp;diff=505660"/>
		<updated>2018-03-18T07:22:40Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: Created page with &amp;quot;Alt Sol: &amp;lt;math&amp;gt; p +10q=168 \rightarrow 1+10 \frac{dq}{dp} =0&amp;lt;/math&amp;gt;  &amp;lt;math&amp;gt;\frac{dq}{dp} = -\frac{1}{10} \rightarrow E=-\frac{1}{10}\cdot{p}{q}&amp;lt;/math&amp;gt;  setting &amp;lt;math&amp;gt;E=-1&amp;lt;/mat...&amp;quot;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Alt Sol:&lt;br /&gt;
&amp;lt;math&amp;gt; p +10q=168 \rightarrow 1+10 \frac{dq}{dp} =0&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;\frac{dq}{dp} = -\frac{1}{10} \rightarrow E=-\frac{1}{10}\cdot{p}{q}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
setting &amp;lt;math&amp;gt;E=-1&amp;lt;/math&amp;gt; gives us :&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; -1 = -\frac{1}{10} \cdot \frac{p}{q} \rightarrow p=10q \rightarrow p = 168- p \rightarrow p = 84&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}84&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)/Solution_1&amp;diff=505659</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 06 (b)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_06_(b)/Solution_1&amp;diff=505659"/>
		<updated>2018-03-18T07:22:08Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;The revenue is&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;&lt;br /&gt;
\begin{align}&lt;br /&gt;
R &amp;amp;= p \cdot q\\ &lt;br /&gt;
R &amp;amp;= p \cdot \frac{168-p}{10}\\&lt;br /&gt;
\frac{dR}{dp} &amp;amp;=  \frac{1}{10} \cdot (168 -p-p)&lt;br /&gt;
\end{align}&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Setting &amp;lt;math&amp;gt;\frac{dR}{dp} =0&amp;lt;/math&amp;gt; gives us &amp;lt;math&amp;gt;2p = 168 \rightarrow p=84&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}84&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Thread:Science_talk:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Multiplication_wrong/reply&amp;diff=505658</id>
		<title>Thread:Science talk:Math Exam Resources/Courses/MATH152/April 2017/Question B 02/Multiplication wrong/reply</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Thread:Science_talk:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Multiplication_wrong/reply&amp;diff=505658"/>
		<updated>2018-03-18T07:19:21Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: Reply to Multiplication wrong&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Hi Alistair,&lt;br /&gt;
&lt;br /&gt;
Thanks for pointing out the mistake. Hope now all are fixed[[http://wiki.ubc.ca/Science:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02]]&lt;br /&gt;
&lt;br /&gt;
Best,&lt;br /&gt;
Ziming&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Solution_1&amp;diff=505655</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2017/Question B 02/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Solution_1&amp;diff=505655"/>
		<updated>2018-03-18T07:15:54Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;First, we need to know that  equilibrium probability matrix is defined as a probability distribution, thus the sum of its component is 1. Exclude &amp;lt;math&amp;gt;(II)&amp;lt;/math&amp;gt; from answer.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Second, since the total of transition probability from a state &amp;lt;math&amp;gt;I&amp;lt;/math&amp;gt; to all other states must be 1, so that &amp;lt;math&amp;gt;\sum_{j=1}^S P_{i,j}=1.\,&amp;lt;/math&amp;gt;. So &amp;lt;math&amp;gt;(C)&amp;lt;/math&amp;gt; is not a transition probability matrix.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Then from the hint above, &lt;br /&gt;
&lt;br /&gt;
(A):  &amp;lt;math&amp;gt; \begin{bmatrix} 1/3 &amp;amp; 2/3 \\ 2/3 &amp;amp; 1/3 \end{bmatrix} \cdot \begin{bmatrix} 0 \\ 1 \end{bmatrix} \neq \begin{bmatrix} 0 \\ 1 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;\begin{bmatrix} 1/3 &amp;amp; 2/3 \\ 2/3 &amp;amp; 1/3 \end{bmatrix}  \cdot \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}= \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
Thus corresponding equilibrium probability of &amp;lt;math&amp;gt;(A)&amp;lt;/math&amp;gt; is &amp;lt;math&amp;gt;(III)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(B): &amp;lt;math&amp;gt; \begin{bmatrix} 1/2 &amp;amp; 1/2 \\ 1/2 &amp;amp; 1/2 \end{bmatrix} \cdot \begin{bmatrix} 0 \\ 1 \end{bmatrix} \neq \begin{bmatrix} 0 \\ 1 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;\begin{bmatrix} 1/2 &amp;amp; 1/2 \\ 1/2 &amp;amp; 1/2 \end{bmatrix}  \cdot \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix} = \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Thus corresponding equilibrium probability of &amp;lt;math&amp;gt;(B)&amp;lt;/math&amp;gt; is &amp;lt;math&amp;gt;(III)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(C): (VI)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(D): &amp;lt;math&amp;gt; \begin{bmatrix} 9/10 &amp;amp; 0 \\ 1/10 &amp;amp; 1 \end{bmatrix} \cdot \begin{bmatrix} 0 \\ 1 \end{bmatrix} = \begin{bmatrix} 0 \\ 1 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Thus corresponding equilibrium probability of &amp;lt;math&amp;gt;(D)&amp;lt;/math&amp;gt; is &amp;lt;math&amp;gt;(I)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(E) &amp;lt;math&amp;gt;\begin{bmatrix} 1 &amp;amp; 0 \\ 0 &amp;amp; 1 \end{bmatrix} \cdot \begin{bmatrix} 0 \\ 1 \end{bmatrix}= \begin{bmatrix} 0 \\ 1 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
Thus corresponding equilibrium probability of &amp;lt;math&amp;gt;(E)&amp;lt;/math&amp;gt; is &amp;lt;math&amp;gt;(I)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}(A-(III), B-(III), C-(VI), D-(I),  E-(I))&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Solution_1&amp;diff=505654</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2017/Question B 02/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Solution_1&amp;diff=505654"/>
		<updated>2018-03-18T07:14:06Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;First, we need to know that  equilibrium probability matrix is defined as a probability distribution, thus the sum of its component is 1. Exclude &amp;lt;math&amp;gt;(ii)&amp;lt;/math&amp;gt; from answer.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Second, since the total of transition probability from a state &amp;lt;math&amp;gt;I&amp;lt;/math&amp;gt; to all other states must be 1, so that &amp;lt;math&amp;gt;\sum_{j=1}^S P_{i,j}=1.\,&amp;lt;/math&amp;gt;. So &amp;lt;math&amp;gt;(C)&amp;lt;/math&amp;gt; is not a transition probability matrix.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Then from the hint above, &lt;br /&gt;
&lt;br /&gt;
(A):  &amp;lt;math&amp;gt; \begin{bmatrix} 1/3 &amp;amp; 2/3 \\ 2/3 &amp;amp; 1/3 \end{bmatrix} \cdot \begin{bmatrix} 0 \\ 1 \end{bmatrix} \neq \begin{bmatrix} 0 \\ 1 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;\begin{bmatrix} 1/3 &amp;amp; 2/3 \\ 2/3 &amp;amp; 1/3 \end{bmatrix}  \cdot \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}= \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
Thus corresponding equilibrium probability of &amp;lt;math&amp;gt;(A)&amp;lt;/math&amp;gt; is &amp;lt;math&amp;gt;(iii)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(B): &amp;lt;math&amp;gt; \begin{bmatrix} 1/2 &amp;amp; 1/2 \\ 1/2 &amp;amp; 1/2 \end{bmatrix} \cdot \begin{bmatrix} 0 \\ 1 \end{bmatrix} \neq \begin{bmatrix} 0 \\ 1 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;\begin{bmatrix} 1/2 &amp;amp; 1/2 \\ 1/2 &amp;amp; 1/2 \end{bmatrix}  \cdot \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix} = \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Thus corresponding equilibrium probability of &amp;lt;math&amp;gt;(B)&amp;lt;/math&amp;gt; is &amp;lt;math&amp;gt;(iii)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(C): (VI)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(D): &amp;lt;math&amp;gt; \begin{bmatrix} 9/10 &amp;amp; 0 \\ 1/10 &amp;amp; 1 \end{bmatrix} \cdot \begin{bmatrix} 0 \\ 1 \end{bmatrix} = \begin{bmatrix} 0 \\ 1 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Thus corresponding equilibrium probability of &amp;lt;math&amp;gt;(D)&amp;lt;/math&amp;gt; is &amp;lt;math&amp;gt;(i)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(E) &amp;lt;math&amp;gt;\begin{bmatrix} 0 \\ 1 \end{bmatrix}^T \cdot \begin{bmatrix} 1 &amp;amp; 0 \\ 0 &amp;amp; 1 \end{bmatrix} = \begin{bmatrix} 0 \\ 1 \end{bmatrix}^T&amp;lt;/math&amp;gt;.&lt;br /&gt;
Thus corresponding equilibrium probability of (E) is(i)&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}(A-(III), B-(III), C-(VI), D-(VII),  E-(I))&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Solution_1&amp;diff=505653</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2017/Question B 02/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Solution_1&amp;diff=505653"/>
		<updated>2018-03-18T07:13:53Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;First, we need to know that  equilibrium probability matrix is defined as a probability distribution, thus the sum of its component is 1. Exclude &amp;lt;math&amp;gt;(ii)&amp;lt;/math&amp;gt; from answer.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Second, since the total of transition probability from a state &amp;lt;math&amp;gt;I&amp;lt;/math&amp;gt; to all other states must be 1, so that &amp;lt;math&amp;gt;\sum_{j=1}^S P_{i,j}=1.\,&amp;lt;/math&amp;gt;. So &amp;lt;math&amp;gt;(C)&amp;lt;/math&amp;gt; is not a transition probability matrix.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Then from the hint above, &lt;br /&gt;
&lt;br /&gt;
(A):  &amp;lt;math&amp;gt; \begin{bmatrix} 1/3 &amp;amp; 2/3 \\ 2/3 &amp;amp; 1/3 \end{bmatrix} \cdot \begin{bmatrix} 0 \\ 1 \end{bmatrix} \neq \begin{bmatrix} 0 \\ 1 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;\begin{bmatrix} 1/3 &amp;amp; 2/3 \\ 2/3 &amp;amp; 1/3 \end{bmatrix}  \cdot \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}= \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
Thus corresponding equilibrium probability of &amp;lt;math&amp;gt;(A)&amp;lt;/math&amp;gt; is &amp;lt;math&amp;gt;(iii)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(B): &amp;lt;math&amp;gt; \begin{bmatrix} 1/2 &amp;amp; 1/2 \\ 1/2 &amp;amp; 1/2 \end{bmatrix} \cdot \begin{bmatrix} 0 \\ 1 \end{bmatrix} \neq \begin{bmatrix} 0 \\ 1 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;\begin{bmatrix} 1/2 &amp;amp; 1/2 \\ 1/2 &amp;amp; 1/2 \end{bmatrix}  \cdot \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix} = \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Thus corresponding equilibrium probability of &amp;lt;math&amp;gt;(B)&amp;lt;/math&amp;gt; is &amp;lt;math&amp;gt;(iii)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(C): (VI)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(D): &amp;lt;math&amp;gt; \begin{bmatrix} 9/10 &amp;amp; 0 \\ 1/10 &amp;amp; 1 \end{bmatrix} \cdot \begin{bmatrix} 0 \\ 1 \end{bmatrix} \eq \begin{bmatrix} 0 \\ 1 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Thus corresponding equilibrium probability of &amp;lt;math&amp;gt;(D)&amp;lt;/math&amp;gt; is &amp;lt;math&amp;gt;(i)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(E) &amp;lt;math&amp;gt;\begin{bmatrix} 0 \\ 1 \end{bmatrix}^T \cdot \begin{bmatrix} 1 &amp;amp; 0 \\ 0 &amp;amp; 1 \end{bmatrix} = \begin{bmatrix} 0 \\ 1 \end{bmatrix}^T&amp;lt;/math&amp;gt;.&lt;br /&gt;
Thus corresponding equilibrium probability of (E) is(i)&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}(A-(III), B-(III), C-(VI), D-(VII),  E-(I))&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Solution_1&amp;diff=505652</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2017/Question B 02/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Solution_1&amp;diff=505652"/>
		<updated>2018-03-18T07:09:54Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;First, we need to know that  equilibrium probability matrix is defined as a probability distribution, thus the sum of its component is 1. Exclude &amp;lt;math&amp;gt;(ii)&amp;lt;/math&amp;gt; from answer.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Second, since the total of transition probability from a state &amp;lt;math&amp;gt;I&amp;lt;/math&amp;gt; to all other states must be 1, so that &amp;lt;math&amp;gt;\sum_{j=1}^S P_{i,j}=1.\,&amp;lt;/math&amp;gt;. So &amp;lt;math&amp;gt;(C)&amp;lt;/math&amp;gt; is not a transition probability matrix.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Then from the hint above, &lt;br /&gt;
&lt;br /&gt;
(A):  &amp;lt;math&amp;gt; \begin{bmatrix} 1/3 &amp;amp; 2/3 \\ 2/3 &amp;amp; 1/3 \end{bmatrix} \cdot \begin{bmatrix} 0 \\ 1 \end{bmatrix} \neq \begin{bmatrix} 0 \\ 1 \end{bmatrix}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;\begin{bmatrix} 1/3 &amp;amp; 2/3 \\ 2/3 &amp;amp; 1/3 \end{bmatrix}  \cdot \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}= \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
Thus corresponding equilibrium probability of &amp;lt;math&amp;gt;(A)&amp;lt;/math&amp;gt; is &amp;lt;math&amp;gt;(iii)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(B): &amp;lt;math&amp;gt;\begin{bmatrix} 0 \\ 1 \end{bmatrix}^T \cdot \begin{bmatrix} 1/2 &amp;amp; 1/2 \\ 1/2 &amp;amp; 1/2 \end{bmatrix} \neq \begin{bmatrix} 0 \\ 1 \end{bmatrix}^T&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;\begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}^T \cdot \begin{bmatrix} 1/2 &amp;amp; 1/2 \\ 1/2 &amp;amp; 1/2 \end{bmatrix} = \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}^T&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Thus corresponding equilibrium probability of (B) is(iii)&lt;br /&gt;
&lt;br /&gt;
(C): (VI)&lt;br /&gt;
&lt;br /&gt;
(D): &amp;lt;math&amp;gt;\begin{bmatrix} 0 \\ 1 \end{bmatrix}^T \cdot \begin{bmatrix} 9/10 &amp;amp; 0 \\ 1/10 &amp;amp; 1 \end{bmatrix} \neq \begin{bmatrix} 0 \\ 1 \end{bmatrix}^T&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;\begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}^T \cdot \begin{bmatrix} 9/10 &amp;amp; 0 \\ 1/10 &amp;amp; 1 \end{bmatrix} \neq \begin{bmatrix} 1/2 \\ 1/2 \end{bmatrix}^T&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;\begin{bmatrix} 1/3 \\ 2/3 \end{bmatrix}^T \cdot \begin{bmatrix} 9/10 &amp;amp; 0 \\ 1/10 &amp;amp; 1\end{bmatrix} \neq \begin{bmatrix} 1/3 \\ 2/3 \end{bmatrix}^T&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;\begin{bmatrix} 9/10 \\ 1/10 \end{bmatrix}^T \cdot \begin{bmatrix}9/10 &amp;amp; 0 \\ 1/10 &amp;amp; 1 \end{bmatrix} \neq \begin{bmatrix} 9/10 \\ 1/10 \end{bmatrix}^T&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Thus (D) - (VII)&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
(E) &amp;lt;math&amp;gt;\begin{bmatrix} 0 \\ 1 \end{bmatrix}^T \cdot \begin{bmatrix} 1 &amp;amp; 0 \\ 0 &amp;amp; 1 \end{bmatrix} = \begin{bmatrix} 0 \\ 1 \end{bmatrix}^T&amp;lt;/math&amp;gt;.&lt;br /&gt;
Thus corresponding equilibrium probability of (E) is(i)&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}(A-(III), B-(III), C-(VI), D-(VII),  E-(I))&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Hint_1&amp;diff=505648</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2017/Question B 02/Hint 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Hint_1&amp;diff=505648"/>
		<updated>2018-03-18T07:04:40Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;If the probability of moving from &amp;lt;math&amp;gt;i&amp;lt;/math&amp;gt; to &amp;lt;math&amp;gt;j&amp;lt;/math&amp;gt; in one time step is &amp;lt;math&amp;gt;Pr(i|j)=P_{i,j}&amp;lt;/math&amp;gt;, the stochastic matrix &amp;lt;math&amp;gt;P&amp;lt;/math&amp;gt; is given by using &amp;lt;math&amp;gt;P_{i,j}&amp;lt;/math&amp;gt; as the &amp;lt;math&amp;gt;i^{th}&amp;lt;/math&amp;gt; row and &amp;lt;math&amp;gt;j^{th}&amp;lt;/math&amp;gt; column element. And the equilibrium probability distribution &amp;lt;math&amp;gt;M&amp;lt;/math&amp;gt; has the property that &amp;lt;math&amp;gt; PM = M&amp;lt;/math&amp;gt;.&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Hint_1&amp;diff=505643</id>
		<title>Science:Math Exam Resources/Courses/MATH152/April 2017/Question B 02/Hint 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH152/April_2017/Question_B_02/Hint_1&amp;diff=505643"/>
		<updated>2018-03-18T07:00:18Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;If the probability of moving from &amp;lt;math&amp;gt;i&amp;lt;/math&amp;gt; to &amp;lt;math&amp;gt;j&amp;lt;/math&amp;gt; in one time step is &amp;lt;math&amp;gt;Pr(i|j)=P_{i,j}&amp;lt;/math&amp;gt;, the stochastic matrix &amp;lt;math&amp;gt;P&amp;lt;/math&amp;gt; is given by using &amp;lt;math&amp;gt;P_{i,j}&amp;lt;/math&amp;gt; as the &amp;lt;math&amp;gt;i^{th}&amp;lt;/math&amp;gt; row and &amp;lt;math&amp;gt;j^{th}&amp;lt;/math&amp;gt; column element. And the equilibrium probability distribution &amp;lt;math&amp;gt;M&amp;lt;/math&amp;gt; has the property that &amp;lt;math&amp;gt; M P = M&amp;lt;/math&amp;gt;.&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Thread:Science_talk:Math_Exam_Resources/Courses/MATH103/April_2017/Question_07_(b)/Solution_1/solution_style_error/reply&amp;diff=505619</id>
		<title>Thread:Science talk:Math Exam Resources/Courses/MATH103/April 2017/Question 07 (b)/Solution 1/solution style error/reply</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Thread:Science_talk:Math_Exam_Resources/Courses/MATH103/April_2017/Question_07_(b)/Solution_1/solution_style_error/reply&amp;diff=505619"/>
		<updated>2018-03-18T06:19:32Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: Reply to solution style error&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Hi Rob,&lt;br /&gt;
&lt;br /&gt;
For this one I changed the answer to a table now [[http://wiki.ubc.ca/Science:Math_Exam_Resources/Courses/MATH103/April_2017/Question_07_(b)]]&lt;br /&gt;
&lt;br /&gt;
Best,&lt;br /&gt;
Ziming&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH103/April_2017/Question_07_(b)/Solution_1&amp;diff=505618</id>
		<title>Science:Math Exam Resources/Courses/MATH103/April 2017/Question 07 (b)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH103/April_2017/Question_07_(b)/Solution_1&amp;diff=505618"/>
		<updated>2018-03-18T06:18:07Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;When  &amp;lt;math&amp;gt;|f&#039;(x_0)|=1&amp;lt;/math&amp;gt;, the slope of that point should be parallel to &amp;lt;math&amp;gt; y=x&amp;lt;/math&amp;gt; or &amp;lt;math&amp;gt;y=-x&amp;lt;/math&amp;gt;. This means that a line that is flatter than &amp;lt;math&amp;gt; y = x&amp;lt;/math&amp;gt; satisfies &amp;lt;math&amp;gt;|f&#039;(x_0)| &amp;lt; 1 &amp;lt;/math&amp;gt;, and therefore that the the fixed point is stable; a line that is steeper than &amp;lt;math&amp;gt; y = x &amp;lt;/math&amp;gt; satisfies &amp;lt;math&amp;gt; |f&#039;(x_0)| &amp;gt; 1 &amp;lt;/math&amp;gt;&lt;br /&gt;
The  coordinates for 4 fixed points is &amp;lt;math&amp;gt; (-5,-5), (0,0), (5,5), (10,10)&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Answer:&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;  style=&amp;quot;text-align:left; &amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! point&lt;br /&gt;
!stability &lt;br /&gt;
!reason&lt;br /&gt;
|-&lt;br /&gt;
|(i) &amp;lt;math&amp;gt;(-5,5)&amp;lt;/math&amp;gt;|| unstable || &amp;lt;math&amp;gt; f&#039;(-5)&amp;gt;1&amp;lt;/math&amp;gt; || &lt;br /&gt;
|-&lt;br /&gt;
|(ii) &amp;lt;math&amp;gt;(0,0) &amp;lt;/math&amp;gt;||stable || &amp;lt;math&amp;gt; f&#039;(0) = 0 &amp;lt;1 &amp;lt;/math&amp;gt;|| &lt;br /&gt;
|-&lt;br /&gt;
|(iii) &amp;lt;math&amp;gt;-(5,5)&amp;lt;/math&amp;gt;|| unstable ||&amp;lt;math&amp;gt;f&#039;(5) &amp;gt;1&amp;lt;/math&amp;gt;|| &lt;br /&gt;
|-&lt;br /&gt;
|(iv) &amp;lt;math&amp;gt;(10,10)&amp;lt;/math&amp;gt; || stable || &amp;lt;math&amp;gt;f&#039;(10) = 0 &amp;lt; 1&amp;lt;/math&amp;gt;|| &lt;br /&gt;
|-&lt;br /&gt;
|}&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH103/April_2017/Question_07_(b)/Solution_1&amp;diff=505617</id>
		<title>Science:Math Exam Resources/Courses/MATH103/April 2017/Question 07 (b)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH103/April_2017/Question_07_(b)/Solution_1&amp;diff=505617"/>
		<updated>2018-03-18T06:17:40Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;When  &amp;lt;math&amp;gt;|f&#039;(x_0)|=1&amp;lt;/math&amp;gt;, the slope of that point should be parallel to &amp;lt;math&amp;gt; y=x&amp;lt;/math&amp;gt; or &amp;lt;math&amp;gt;y=-x&amp;lt;/math&amp;gt;. This means that a line that is flatter than &amp;lt;math&amp;gt; y = x&amp;lt;/math&amp;gt; satisfies &amp;lt;math&amp;gt;|f&#039;(x_0)| &amp;lt; 1 &amp;lt;/math&amp;gt;, and therefore that the the fixed point is stable; a line that is steeper than &amp;lt;math&amp;gt; y = x &amp;lt;/math&amp;gt; satisfies &amp;lt;math&amp;gt; |f&#039;(x_0)| &amp;gt; 1 &amp;lt;/math&amp;gt;&lt;br /&gt;
The  coordinates for 4 fixed points is &amp;lt;math&amp;gt; (-5,-5), (0,0), (5,5), (10,10)&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Answer:&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;  style=&amp;quot;text-align:left; &amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! point&lt;br /&gt;
!stability &lt;br /&gt;
!reason&lt;br /&gt;
|-&lt;br /&gt;
|(i) &amp;lt;math&amp;gt;(-5,5)&amp;lt;/math&amp;gt;|| unstable || &amp;lt;math&amp;gt; f&#039;(-5)&amp;gt;1&amp;lt;/math&amp;gt; || &lt;br /&gt;
|-&lt;br /&gt;
|(ii) &amp;lt;math&amp;gt;(0,0) &amp;lt;/math&amp;gt;||stable || &amp;lt;math&amp;gt; f&#039;(0) = 0 &amp;lt;1 &amp;lt;/math&amp;gt;|| &lt;br /&gt;
|-&lt;br /&gt;
|(iii) &amp;lt;math&amp;gt;-1 + 2^{-n}&amp;lt;/math&amp;gt;|| unstable ||&amp;lt;math&amp;gt;f&#039;(5) &amp;gt;1&amp;lt;/math&amp;gt;|| &lt;br /&gt;
|-&lt;br /&gt;
|(iv) &amp;lt;math&amp;gt;\ln (n)&amp;lt;/math&amp;gt; || stable || &amp;lt;math&amp;gt;f&#039;(10) = 0 &amp;lt; 1&amp;lt;/math&amp;gt;|| &lt;br /&gt;
|-&lt;br /&gt;
|}&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505610</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Statement</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505610"/>
		<updated>2018-03-18T06:07:43Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;The graph of the position of a particle is shown below, where &amp;lt;math&amp;gt; t &amp;lt;/math&amp;gt; is measured in second and the dots are local extrema or points of inflection. Determine when the particle is&lt;br /&gt;
speeding up. Hint: a particle is &amp;quot;speeding up&amp;quot; when its velocity and acceleration have the same sign.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 1.png|question]]&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505609</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Statement</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505609"/>
		<updated>2018-03-18T06:07:29Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 1.png|question]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The graph of the position of a particle is shown below, where &amp;lt;math&amp;gt; t &amp;lt;/math&amp;gt; is measured in second and the dots are local extrema or points of inflection. Determine when the particle is&lt;br /&gt;
speeding up. Hint: a particle is &amp;quot;speeding up&amp;quot; when its velocity and acceleration have the same sign.&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505607</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Statement</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505607"/>
		<updated>2018-03-18T06:07:18Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 1.png|question]]&lt;br /&gt;
The graph of the position of a particle is shown below, where &amp;lt;math&amp;gt; t &amp;lt;/math&amp;gt; is measured in second and the dots are local extrema or points of inflection. Determine when the particle is&lt;br /&gt;
speeding up. Hint: a particle is &amp;quot;speeding up&amp;quot; when its velocity and acceleration have the same sign.&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Solution_1&amp;diff=505605</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Solution_1&amp;diff=505605"/>
		<updated>2018-03-18T06:06:59Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 2.png|solution]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The first derivative of m is straightforward, if the derivative is positive, then &amp;lt;math&amp;gt;f&#039;&amp;gt;0&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
For &amp;lt;math&amp;gt;f&#039;&#039;&amp;lt;/math&amp;gt;, we use the points of inflection (3 and 5 from question). 3 is one inflection point. From 0 to 3, &amp;lt;math&amp;gt;f&#039;&amp;lt;/math&amp;gt; goes from positive to negative, thus during that area, &amp;lt;math&amp;gt;f&#039;&#039; &amp;lt;0 &amp;lt;/math&amp;gt;. For &amp;lt;math&amp;gt; t \in [3,5], f&#039;&#039; &amp;gt;0&amp;lt;/math&amp;gt;. For &amp;lt;math&amp;gt; t &amp;gt;5, f&#039;&#039; &amp;lt;0&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
The part where &amp;lt;math&amp;gt;f&#039;, f&#039;&#039;&amp;lt;/math&amp;gt; are both positive: &amp;lt;math&amp;gt; \left( 4,5 \right)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The part where &amp;lt;math&amp;gt;f&#039;, f&#039;&#039;&amp;lt;/math&amp;gt; are both negative: &amp;lt;math&amp;gt; \left( 2,3 \right)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}\left( 2,3 \right),  \left( 4,5 \right)&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Solution_1&amp;diff=505603</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Solution_1&amp;diff=505603"/>
		<updated>2018-03-18T06:06:15Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[File:File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 2.png|thumb|solution]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The first derivative of m is straightforward, if the derivative is positive, then &amp;lt;math&amp;gt;f&#039;&amp;gt;0&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
For &amp;lt;math&amp;gt;f&#039;&#039;&amp;lt;/math&amp;gt;, we use the points of inflection (3 and 5 from question). 3 is one inflection point. From 0 to 3, &amp;lt;math&amp;gt;f&#039;&amp;lt;/math&amp;gt; goes from positive to negative, thus during that area, &amp;lt;math&amp;gt;f&#039;&#039; &amp;lt;0 &amp;lt;/math&amp;gt;. For &amp;lt;math&amp;gt; t \in [3,5], f&#039;&#039; &amp;gt;0&amp;lt;/math&amp;gt;. For &amp;lt;math&amp;gt; t &amp;gt;5, f&#039;&#039; &amp;lt;0&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
The part where &amp;lt;math&amp;gt;f&#039;, f&#039;&#039;&amp;lt;/math&amp;gt; are both positive: &amp;lt;math&amp;gt; \left( 4,5 \right)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The part where &amp;lt;math&amp;gt;f&#039;, f&#039;&#039;&amp;lt;/math&amp;gt; are both negative: &amp;lt;math&amp;gt; \left( 2,3 \right)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}\left( 2,3 \right),  \left( 4,5 \right)&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Solution_1&amp;diff=505599</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Solution 1</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Solution_1&amp;diff=505599"/>
		<updated>2018-03-18T06:04:07Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 2.png|thumb|solution]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The first derivative of m is straightforward, if the derivative is positive, then &amp;lt;math&amp;gt;f&#039;&amp;gt;0&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
For &amp;lt;math&amp;gt;f&#039;&#039;&amp;lt;/math&amp;gt;, we use the points of inflection (3 and 5 from question). 3 is one inflection point. From 0 to 3, &amp;lt;math&amp;gt;f&#039;&amp;lt;/math&amp;gt; goes from positive to negative, thus during that area, &amp;lt;math&amp;gt;f&#039;&#039; &amp;lt;0 &amp;lt;/math&amp;gt;. For &amp;lt;math&amp;gt; t \in [3,5], f&#039;&#039; &amp;gt;0&amp;lt;/math&amp;gt;. For &amp;lt;math&amp;gt; t &amp;gt;5, f&#039;&#039; &amp;lt;0&amp;lt;/math&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
The part where &amp;lt;math&amp;gt;f&#039;, f&#039;&#039;&amp;lt;/math&amp;gt; are both positive: &amp;lt;math&amp;gt; \left( 4,5 \right)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The part where &amp;lt;math&amp;gt;f&#039;, f&#039;&#039;&amp;lt;/math&amp;gt; are both negative: &amp;lt;math&amp;gt; \left( 2,3 \right)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;answer:&#039;&#039;&#039; &amp;lt;math&amp;gt;\color{blue}\left( 2,3 \right),  \left( 4,5 \right)&amp;lt;/math&amp;gt;&#039;&#039;&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505597</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Statement</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505597"/>
		<updated>2018-03-18T06:03:33Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 1.png|thumb|question]]&lt;br /&gt;
The graph of the position of a particle is shown below, where &amp;lt;math&amp;gt; t &amp;lt;/math&amp;gt; is measured in second and the dots are local extrema or points of inflection. Determine when the particle is&lt;br /&gt;
speeding up. Hint: a particle is &amp;quot;speeding up&amp;quot; when its velocity and acceleration have the same sign.&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505596</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Statement</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505596"/>
		<updated>2018-03-18T06:03:23Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;The graph of the position of a particle is shown below, where &amp;lt;math&amp;gt; t &amp;lt;/math&amp;gt; is measured in second and the dots are local extrema or points of inflection. Determine when the particle is&lt;br /&gt;
speeding up. Hint: a particle is &amp;quot;speeding up&amp;quot; when its velocity and acceleration have the same sign.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 1.png|thumb|question]]&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505595</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Statement</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505595"/>
		<updated>2018-03-18T06:02:24Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;The graph of the position of a particle is shown below, where &amp;lt;math&amp;gt; t &amp;lt;/math&amp;gt; is measured in second and the dots are local extrema or points of inflection. Determine when the particle is&lt;br /&gt;
speeding up. Hint: a particle is &amp;quot;speeding up&amp;quot; when its velocity and acceleration have the same sign.&lt;br /&gt;
&lt;br /&gt;
[[File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 1.png|thumb|question]]&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
	<entry>
		<id>https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505594</id>
		<title>Science:Math Exam Resources/Courses/MATH104/December 2016/Question 02 (b)/Statement</title>
		<link rel="alternate" type="text/html" href="https://wiki.ubc.ca/index.php?title=Science:Math_Exam_Resources/Courses/MATH104/December_2016/Question_02_(b)/Statement&amp;diff=505594"/>
		<updated>2018-03-18T06:02:17Z</updated>

		<summary type="html">&lt;p&gt;ZIMINGYIN: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;The graph of the position of a particle is shown below, where &amp;lt;math&amp;gt; t &amp;lt;/math&amp;gt; is measured in second and the dots are local extrema or points of inflection. Determine when the particle is&lt;br /&gt;
speeding up. Hint: a particle is &amp;quot;speeding up&amp;quot; when its velocity and acceleration have the same sign.&lt;br /&gt;
&lt;br /&gt;
[[File:Math Exam Resources Courses MATH104 December 2016 Question 2 (b) picture 1.png|thumb|question]]&lt;br /&gt;
http://i68.tinypic.com/2m424n7.png&lt;/div&gt;</summary>
		<author><name>ZIMINGYIN</name></author>
	</entry>
</feed>