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Linear transformations as matricesEdexcel International A Level Further Maths: Revision notes

Section 1

Linear transformations of column vectors

A point (x,y)(x,y) is written as the column vector (xy)\begin{pmatrix}x\\ y\end{pmatrix}. A linear transformation sends it to (ax+bycx+dy)\begin{pmatrix}ax+by\\ cx+dy\end{pmatrix} for constants a,b,c,da,b,c,d. Two properties follow: T(p+q)=T(p)+T(q)T(\mathbf p+\mathbf q)=T(\mathbf p)+T(\mathbf q) and T(kp)=kT(p)T(k\mathbf p)=kT(\mathbf p). In particular the origin always maps to itself. The image of a point is where the transformation sends it.

Key termslinear transformationimage
Common mistake

Treating a transformation like (x,y)→(x+1,y)(x,y)\to(x+1,y) as linear. A translation moves the origin, so it is not linear.

Section 2

The matrix of a transformation

The transformation (x,y)→(ax+by, cx+dy)(x,y)\to(ax+by,\,cx+dy) is represented by the matrix (abcd),(abcd)(xy)=(ax+bycx+dy).\begin{pmatrix}a&b\\ c&d\end{pmatrix},\qquad\begin{pmatrix}a&b\\ c&d\end{pmatrix}\begin{pmatrix}x\\ y\end{pmatrix}=\begin{pmatrix}ax+by\\ cx+dy\end{pmatrix}. The first column is the image of (1,0)(1,0) and the second column is the image of (0,1)(0,1). Example: if TT maps (1,0)→(2,3)(1,0)\to(2,3) and (0,1)→(−1,4)(0,1)\to(-1,4), its matrix is (2−134)\begin{pmatrix}2&-1\\ 3&4\end{pmatrix}.

Key termsmatrix of a transformation
Exam tip

Images go in as columns, not rows. Check by multiplying the matrix by (1,0)(1,0) and (0,1)(0,1).

Section 3

Finding images

To find the image of a point, multiply its column vector by the matrix, with the matrix on the left: (2−134)(−25)=(2(−2)+(−1)(5)3(−2)+4(5))=(−914).\begin{pmatrix}2&-1\\ 3&4\end{pmatrix}\begin{pmatrix}-2\\ 5\end{pmatrix}=\begin{pmatrix}2(-2)+(-1)(5)\\ 3(-2)+4(5)\end{pmatrix}=\begin{pmatrix}-9\\ 14\end{pmatrix}. You can also use linearity: (−2,5)=−2(1,0)+5(0,1)(-2,5)=-2(1,0)+5(0,1) maps to −2(2,3)+5(−1,4)=(−9,14)-2(2,3)+5(-1,4)=(-9,14).

Exam tip

Using −2×-2\times first column + 5×+\,5\times second column gives the same result and is a quick check.

Section 4

Finding a matrix from other points

If the images of (1,0)(1,0) and (0,1)(0,1) are not given, use any two points. Suppose M=(abcd)\mathbf M=\begin{pmatrix}a&b\\ c&d\end{pmatrix} maps (1,2)→(5,3)(1,2)\to(5,3) and (2,−1)→(5,−4)(2,-1)\to(5,-4). Then a+2b=5a+2b=5, c+2d=3c+2d=3, 2a−b=52a-b=5 and 2c−d=−42c-d=-4. These split into two pairs of simultaneous equations: a=3a=3, b=1b=1 and c=−1c=-1, d=2d=2. Keep the unknowns for each row together: the first row (a,b)(a,b) uses the first coordinates of the images and the second row (c,d)(c,d) uses the second coordinates.

Common mistake

Mixing the two rows: the equations for a,ba,b come from the xx-coordinates of the images and those for c,dc,d from the yy-coordinates.

Section 5

Combining transformations

If AA is the transformation with matrix A\mathbf A and BB has matrix B\mathbf B, then BB followed by AA has matrix AB\mathbf{AB}. The first transformation applied is the matrix nearest the vector, so it is written on the right: ABp=A(Bp)\mathbf{AB}\mathbf p=\mathbf A(\mathbf B\mathbf p). Example: T=(21−13)\mathbf T=\begin{pmatrix}2&1\\ -1&3\end{pmatrix} and U=(120−1)\mathbf U=\begin{pmatrix}1&2\\ 0&-1\end{pmatrix}. TT followed by UU is UT=(071−3)\mathbf{UT}=\begin{pmatrix}0&7\\ 1&-3\end{pmatrix}. UU followed by TT is TU=(23−1−5)\mathbf{TU}=\begin{pmatrix}2&3\\ -1&-5\end{pmatrix}. These differ, because matrix multiplication is not commutative.

Key termscomposition
Common mistake

Writing AB\mathbf{AB} for 'A then B'. The matrix of the first transformation goes on the right.

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Exam questions on Linear transformations as matrices

  1. A linear transformation TT of the plane maps (1,0)(1,0) to (2,3)(2,3) and (0,1)(0,1) to (−1,4)(-1,4).
    Find the image of the point (−2,5)(-2,5) under TT.2 marks
  2. The matrix R=(0−110)\mathbf{R}=\begin{pmatrix}0&-1\\ 1&0\end{pmatrix} represents the transformation RR and the matrix S=(100−1)\mathbf{S}=\begin{pmatrix}1&0\\ 0&-1\end{pmatrix} represents the transformation SS.
    Find the image of the point (4,1)(4,1) under SS followed by RR.2 marks
  3. The linear transformation TT is represented by T=(21−13)\mathbf{T}=\begin{pmatrix}2&1\\ -1&3\end{pmatrix} and the linear transformation UU is represented by U=(120−1)\mathbf{U}=\begin{pmatrix}1&2\\ 0&-1\end{pmatrix}.
    Find the matrix that represents TT followed by UU, and use it to find the image of the point (1,2)(1,2) under this combined transformation.3 marks
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Written by the Exaim team, led by Shaun Daswani (Head of Upper Secondary, Improve ME Institute; MSc Financial Mathematics, Imperial College London; BSc, UCL) and Jason Daswani (operational lead, Improve ME Institute; LSE).