2019 Paper 3 Q3

Year: 2019
Paper: 3
Question Number: 3

Course: LFM Pure
Section: Linear transformations

Difficulty: 1500.0 Banger: 1500.0

Problem

The matrix A is given by $$\mathbf{A} = \begin{pmatrix} a & b \\ c & d \end{pmatrix}.$$
  1. You are given that the transformation represented by A has a line \(L_1\) of invariant points (so that each point on \(L_1\) is transformed to itself). Let \((x, y)\) be a point on \(L_1\). Show that \(((a - 1)(d - 1) - bc)xy = 0\). Show further that \((a - 1)(d - 1) = bc\). What can be said about A if \(L_1\) does not pass through the origin?
  2. By considering the cases \(b \neq 0\) and \(b = 0\) separately, show that if \((a - 1)(d - 1) = bc\) then the transformation represented by A has a line of invariant points. You should identify the line in the different cases that arise.
  3. You are given instead that the transformation represented by A has an invariant line \(L_2\) (so that each point on \(L_2\) is transformed to a point on \(L_2\)) and that \(L_2\) does not pass through the origin. If \(L_2\) has the form \(y = mx + k\), show that \((a - 1)(d - 1) = bc\).

Solution

  1. Suppose \((x,y)\) is on the line of invariant points, then \begin{align*} &&\begin{pmatrix} x \\ y \end{pmatrix} &= \begin{pmatrix} a & b \\ c & d \end{pmatrix} \begin{pmatrix} x \\ y \end{pmatrix} \\ &&&= \begin{pmatrix} ax + by \\ cx + dy \end{pmatrix} \\ \Rightarrow && \begin{cases} (a-1)x + by = 0 \\ (cx + (d-1)y = 0 \end{cases} \tag{*} \end{align*} Therefore either \(x = 0, y = 0\) or \((a-1)(d-1)-bc = 0\) \(\Rightarrow ((a-1)(d-1)-bc)xy = 0\). We also know this is true for all values \(x,y\) on the line of invariant points. If there is one where both \(x \neq 0, y \neq 0\) we are done, otherwise the line of invariant points must be one of the axes. ie but then one of \(\begin{pmatrix} a \\ c \end{pmatrix} = \begin{pmatrix} 1 \\ 0 \end{pmatrix}\) or \(\begin{pmatrix} b \\ d \end{pmatrix} = \begin{pmatrix} 0 \\ 1 \end{pmatrix}\) is true and we'd also be done. If the line doesn't go through the origin then there are points on every line, not equal to the origin which are fixed. But then every point on those lines is fixed (since \(\mathbf{A}\) is a linear operator) and so every point is fixed. ie \(\mathbf{A} = \mathbf{I}\).
  2. Suppose \((a-1)(d-1) -bc = 0\) and \(b \neq 0\) then I claim that \(y = \frac{1-a}{b}x\) is a line of invariant points. It's clear that the first equation will be satisfied in \((*)\) so it suffices to check the second, but the first condition is equivalent to the equations being linearly dependent, ie both equations are satisfied. If \(b = 0\) then \((a-1)(d-1) = 0\), so our matrix must look like \(\begin{pmatrix} 1 & 0 \\ c & d\end{pmatrix}\) (if \(d \neq 1\))or \(\begin{pmatrix} * & 0 \\ * & 1\end{pmatrix}\). In the first case, the line \(y = \frac{c}{1-d}x\) and in the second \(x = 0\) is an invariant line.
  3. Suppose the invariant line is \(y = mx+k\) then we must have that \begin{align*} \begin{pmatrix} a & b \\ c & d \end{pmatrix} \begin{pmatrix} x \\ mx + k \end{pmatrix} &= \begin{pmatrix} (a + mb)x + bk \\ (c+dm)x + dk \end{pmatrix} \end{align*} and \((c+dm)x + dk = m((a + mb)x + bk) +k \Rightarrow k(d-mb-1) = x(-c+(a-d)m+m^2b)\) Since this equation must be true for all values of \(x\), and \(k \neq 0\) we can say that \(mb = d-1\) and \(-c+(a-d)m+m^2b = 0\), ie \(-c + (a-d)m + m(d-1) = 0 \Rightarrow (a-1)m-c = 0\) if \(m \neq 0\) then \((a-1)\frac{(d-1)}{b} - c = 0\) ie our desired relation is true. If \(m = 0\) then we must have that \(y = k\) is an invariant line, ie \(d-1=0\) and \(c=0\) which also satisfies our relation.
Examiner's report
— 2019 STEP 3, Question 3
Mean: ~4.9 / 20 (inferred) ~60% attempted (inferred) 'just under a quarter of the marks' → ~4.7–4.9; adjusted to 4.9 to satisfy Q11 (4.8) being THE least successful; 6th most popular with intro saying 6 Qs at 60%+ → ~60%

This was the 6th most popular question, but the least successful of those six, indeed one of the four least successful in the whole paper scoring just under a quarter of the marks. Barely a handful of attempts scored full marks. Candidates frequently overlooked the last result in (i), or merely wrote A=I, presumably assuming that was hardly worth any marks. Those who got to part (iii) typically did well on it, even if they had done poorly on parts (i) and (ii). Candidates often omitted or struggled to deal with cases. Common pitfalls were unnecessary division by zero without considering if the denominator were zero, thinking that the question stated that all invariant points lie on a line leads to claims that A is non‐linear or doesn't exist, as mentioned failure to justify that A=I, and use of det(A‐I)=0 with no justification.

There was a significant rise in the total entry this year with an increase of nearly 8.5% on 2018. One question was attempted by over 90%, two others were very popular, and three further questions were attempted by 60% or more. No question was generally avoided and even the least popular attracted more than 10% of the candidates. 88% restricted themselves to attempting no more than 7 questions, and only a handful, but not the very best, scored strongly attempting more than 7 questions.

Source: Cambridge STEP 2019 Examiner's Report · 2019-p3.pdf
Rating Information

Difficulty Rating: 1500.0

Difficulty Comparisons: 0

Banger Rating: 1500.0

Banger Comparisons: 0

Show LaTeX source
Problem source
The matrix A is given by
$$\mathbf{A} = \begin{pmatrix} a & b \\ c & d \end{pmatrix}.$$
\begin{questionparts}
\item You are given that the transformation represented by A has a line $L_1$ of invariant points (so that each point on $L_1$ is transformed to itself). Let $(x, y)$ be a point on $L_1$. Show that $((a - 1)(d - 1) - bc)xy = 0$.
Show further that $(a - 1)(d - 1) = bc$.
What can be said about A if $L_1$ does not pass through the origin?
\item By considering the cases $b \neq 0$ and $b = 0$ separately, show that if $(a - 1)(d - 1) = bc$ then the transformation represented by A has a line of invariant points. You should identify the line in the different cases that arise.
\item You are given instead that the transformation represented by A has an invariant line $L_2$ (so that each point on $L_2$ is transformed to a point on $L_2$) and that $L_2$ does not pass through the origin. If $L_2$ has the form $y = mx + k$, show that $(a - 1)(d - 1) = bc$.
\end{questionparts}
Solution source
\begin{questionparts}
\item Suppose $(x,y)$ is on the line of invariant points, then

\begin{align*}
&&\begin{pmatrix} x \\ y \end{pmatrix}  &= \begin{pmatrix} a & b \\ c & d \end{pmatrix} \begin{pmatrix} x \\ y \end{pmatrix} \\
&&&= \begin{pmatrix} ax + by \\ cx + dy \end{pmatrix} \\
\Rightarrow && \begin{cases} (a-1)x + by = 0 \\ (cx + (d-1)y = 0 \end{cases} \tag{*}
\end{align*}
Therefore either $x  = 0, y = 0$ or $(a-1)(d-1)-bc = 0$ $\Rightarrow ((a-1)(d-1)-bc)xy = 0$. We also know this is true for all values $x,y$ on the line of invariant points. If there is one where both $x \neq 0, y \neq 0$ we are done, otherwise the line of invariant points must be one of the axes. ie but then one of $\begin{pmatrix} a \\ c \end{pmatrix} = \begin{pmatrix} 1 \\ 0 \end{pmatrix}$ or $\begin{pmatrix} b \\ d \end{pmatrix} = \begin{pmatrix} 0 \\ 1 \end{pmatrix}$ is true and we'd also be done.

If the line doesn't go through the origin then there are points on every line, not equal to the origin which are fixed. But then every point on those lines is fixed (since $\mathbf{A}$ is a linear operator) and so every point is fixed. ie $\mathbf{A} = \mathbf{I}$.

\item Suppose $(a-1)(d-1) -bc = 0$ and $b \neq 0$ then I claim that $y = \frac{1-a}{b}x$ is a line of invariant points. It's clear that the first equation will be satisfied in $(*)$ so it suffices to check the second, but the first condition is equivalent to the equations being linearly dependent, ie both equations are satisfied.

If $b = 0$ then $(a-1)(d-1) = 0$, so our matrix must look like $\begin{pmatrix} 1 & 0 \\ c & d\end{pmatrix}$ (if $d \neq 1$)or $\begin{pmatrix} * & 0 \\ * & 1\end{pmatrix}$. In the first case, the line $y = \frac{c}{1-d}x$ and in the second $x = 0$ is an invariant line.

\item Suppose the invariant line is $y = mx+k$ then we must have that 
\begin{align*}
\begin{pmatrix} a & b \\ c & d \end{pmatrix} \begin{pmatrix} x \\ mx + k \end{pmatrix} &= \begin{pmatrix} (a + mb)x + bk \\
(c+dm)x + dk
 \end{pmatrix}
\end{align*}

and $(c+dm)x + dk = m((a + mb)x + bk) +k \Rightarrow k(d-mb-1) = x(-c+(a-d)m+m^2b)$

Since this equation must be true for all values of $x$, and $k \neq 0$ we can say that $mb = d-1$ and $-c+(a-d)m+m^2b = 0$, ie $-c + (a-d)m + m(d-1) = 0 \Rightarrow (a-1)m-c = 0$ if $m \neq 0$ then $(a-1)\frac{(d-1)}{b} - c = 0$ ie our desired relation is true. If $m = 0$ then we must have that $y = k$ is an invariant line, ie $d-1=0$ and $c=0$ which also satisfies our relation.

\end{questionparts}