Vardaan Watermark
Vardaan Learning Institute
ICSE Class 10 Mathematics • Chapter Notes

Chapter 7: Matrices

Matrices are rectangular arrays of numbers arranged in rows and columns. They are a powerful mathematical tool used to organise data, solve systems of equations, and are the backbone of computer graphics and data science. For ICSE Class 10, you must master the definition, types, and all four operations on matrices.

1. Introduction to Matrices

What is a Matrix?

A matrix is an ordered rectangular array of numbers (called elements or entries) arranged in horizontal rows and vertical columns, enclosed in square brackets [ ].

A matrix is usually denoted by a capital letter (A, B, C…). Each element is denoted by $a_{ij}$ where $i$ = row number and $j$ = column number.

Definition

A matrix $A$ with $m$ rows and $n$ columns is written as $A = [a_{ij}]_{m \times n}$ and is said to have order $m \times n$ (read as "m by n").

$$A = \begin{bmatrix} a_{11} & a_{12} & \cdots & a_{1n} \\ a_{21} & a_{22} & \cdots & a_{2n} \\ \vdots & \vdots & \ddots & \vdots \\ a_{m1} & a_{m2} & \cdots & a_{mn} \end{bmatrix}$$

Example of a Matrix

Consider: $A = \begin{bmatrix} 3 & -1 & 0 \\ 5 & 2 & 7 \end{bmatrix}$

2. Types of Matrices

TypeDefinitionExample
Row MatrixOnly ONE row; order $1 \times n$$\begin{bmatrix}2 & -3 & 5\end{bmatrix}$ — order $1 \times 3$
Column MatrixOnly ONE column; order $m \times 1$$\begin{bmatrix}4 \\ -1 \\ 0\end{bmatrix}$ — order $3 \times 1$
Square MatrixNumber of rows = Number of columns; order $n \times n$$\begin{bmatrix}1 & 2 \\ 3 & 4\end{bmatrix}$ — order $2 \times 2$
Zero (Null) MatrixEvery element is 0; denoted by $O$$\begin{bmatrix}0 & 0 \\ 0 & 0\end{bmatrix}$ — zero matrix of order $2 \times 2$
Identity (Unit) MatrixSquare matrix with 1s on main diagonal and 0s elsewhere; denoted $I$$\begin{bmatrix}1 & 0 \\ 0 & 1\end{bmatrix}$, $\begin{bmatrix}1&0&0\\0&1&0\\0&0&1\end{bmatrix}$
Diagonal MatrixSquare matrix with non-zero elements only on the main diagonal$\begin{bmatrix}3 & 0 \\ 0 & -5\end{bmatrix}$
Key Points to Remember
Practice Problems — Types of Matrices
Q1. State the order of the following matrices and identify their type:
(a) $A = \begin{bmatrix}5 & -2 & 0 & 1\end{bmatrix}$    (b) $B = \begin{bmatrix}3\\7\\-1\end{bmatrix}$    (c) $C = \begin{bmatrix}2&0\\0&-3\end{bmatrix}$    (d) $D = \begin{bmatrix}1&0&0\\0&1&0\\0&0&1\end{bmatrix}$
Answers:
(a) Order $1 \times 4$ — Row Matrix
(b) Order $3 \times 1$ — Column Matrix
(c) Order $2 \times 2$ — Square Matrix and Diagonal Matrix
(d) Order $3 \times 3$ — Identity (Unit) Matrix
Q2. For matrix $A = \begin{bmatrix}4 & -1 & 0 \\ 3 & 7 & -2 \\ 1 & 5 & 8\end{bmatrix}$, find: (a) $a_{12}$, (b) $a_{31}$, (c) $a_{23}$, (d) $a_{22}$
Answers: (a) $a_{12} = -1$   (b) $a_{31} = 1$   (c) $a_{23} = -2$   (d) $a_{22} = 7$
Q3. Construct a $2 \times 3$ matrix $A = [a_{ij}]$ where each element is defined by $a_{ij} = 2i + j$.
Solution:
$a_{11}=2(1)+1=3$, $a_{12}=2(1)+2=4$, $a_{13}=2(1)+3=5$
$a_{21}=2(2)+1=5$, $a_{22}=2(2)+2=6$, $a_{23}=2(2)+3=7$
$$A = \begin{bmatrix}3&4&5\\5&6&7\end{bmatrix}$$

3. Equality of Matrices

Definition: Equal Matrices

Two matrices $A$ and $B$ are equal (written $A = B$) if and only if:

  1. They have the same order, AND
  2. Every corresponding element is equal: $a_{ij} = b_{ij}$ for all $i$ and $j$.

Worked Example — Using Equality to Find Unknown Values

If $\begin{bmatrix}x+2 & y-1 \\ 3 & 2z\end{bmatrix} = \begin{bmatrix}5 & 4 \\ 3 & 14\end{bmatrix}$, find $x$, $y$, $z$.

Solution: Since the matrices are equal, all corresponding elements are equal:

Practice Problems — Equality of Matrices
Q1. Find $a, b, c, d$ if $\begin{bmatrix}a+b & 2c \\ d-3 & a-b\end{bmatrix} = \begin{bmatrix}7 & 10 \\ 1 & 1\end{bmatrix}$
Solution:
$a+b=7$ … (i)    $2c=10 \Rightarrow c=5$
$d-3=1 \Rightarrow d=4$    $a-b=1$ … (ii)
Adding (i)+(ii): $2a=8 \Rightarrow a=4$; From (i): $b=3$
∴ a=4, b=3, c=5, d=4
Q2. If $\begin{bmatrix}x^2 & y \\ 4 & x+y\end{bmatrix} = \begin{bmatrix}9 & 3 \\ 4 & 6\end{bmatrix}$, find $x$ and $y$.
Solution:
$x^2=9 \Rightarrow x=3$ or $x=-3$    $y=3$    $x+y=6 \Rightarrow x=3$
∴ x = 3, y = 3
Q3. Find $p, q, r, s$ if $\begin{bmatrix}p+q & p-q \\ 2r & r+s\end{bmatrix} = \begin{bmatrix}8 & 2 \\ 6 & 5\end{bmatrix}$
Solution:
$p+q=8$, $p-q=2$ → Adding: $2p=10$, $p=5$, $q=3$
$2r=6 \Rightarrow r=3$    $r+s=5 \Rightarrow s=2$
∴ p=5, q=3, r=3, s=2

4. Addition and Subtraction of Matrices

Rule

Two matrices can be added or subtracted only if they have the same order. The result is obtained by adding/subtracting the corresponding elements.

If $A = [a_{ij}]_{m\times n}$ and $B = [b_{ij}]_{m\times n}$, then:

$$A + B = [a_{ij} + b_{ij}]_{m\times n} \qquad A - B = [a_{ij} - b_{ij}]_{m\times n}$$

Properties of Matrix Addition

Worked Example

If $A = \begin{bmatrix}2 & -1 \\ 3 & 0\end{bmatrix}$ and $B = \begin{bmatrix}1 & 4 \\ -2 & 5\end{bmatrix}$, find $A+B$ and $A-B$.

$A + B$ $= \begin{bmatrix}2+1 & -1+4 \\ 3+(-2) & 0+5\end{bmatrix} = \begin{bmatrix}3 & 3 \\ 1 & 5\end{bmatrix}$

$A - B$ $= \begin{bmatrix}2-1 & -1-4 \\ 3-(-2) & 0-5\end{bmatrix} = \begin{bmatrix}1 & -5 \\ 5 & -5\end{bmatrix}$

Practice Problems — Addition & Subtraction
Q1. If $A = \begin{bmatrix}3 & 1 \\ -1 & 2\end{bmatrix}$, $B = \begin{bmatrix}-1 & 3 \\ 4 & -2\end{bmatrix}$, find $2A + 3B$.
Solution:
$2A = \begin{bmatrix}6&2\\-2&4\end{bmatrix}$, $3B = \begin{bmatrix}-3&9\\12&-6\end{bmatrix}$
$2A+3B = \begin{bmatrix}6-3 & 2+9\\-2+12 & 4-6\end{bmatrix} = \begin{bmatrix}3&11\\10&-2\end{bmatrix}$
Q2. Find matrix $X$ if $2X + \begin{bmatrix}1&2\\3&4\end{bmatrix} = \begin{bmatrix}7&8\\9&10\end{bmatrix}$.
Solution:
$2X = \begin{bmatrix}7-1&8-2\\9-3&10-4\end{bmatrix} = \begin{bmatrix}6&6\\6&6\end{bmatrix}$
$X = \begin{bmatrix}3&3\\3&3\end{bmatrix}$
Q3. If $A + B = \begin{bmatrix}5&6\\8&2\end{bmatrix}$ and $A - B = \begin{bmatrix}1&2\\4&0\end{bmatrix}$, find matrices $A$ and $B$.
Solution:
Adding: $2A = \begin{bmatrix}6&8\\12&2\end{bmatrix} \Rightarrow A = \begin{bmatrix}3&4\\6&1\end{bmatrix}$
Subtracting: $2B = \begin{bmatrix}4&4\\4&2\end{bmatrix} \Rightarrow B = \begin{bmatrix}2&2\\2&1\end{bmatrix}$
Q4. If $A = \begin{bmatrix}1&-1\\2&3\end{bmatrix}$, $B = \begin{bmatrix}-1&0\\1&-2\end{bmatrix}$ and $C = \begin{bmatrix}3&2\\-1&0\end{bmatrix}$, find $A - B + C$.
Solution:
$A-B = \begin{bmatrix}2&-1\\1&5\end{bmatrix}$
$(A-B)+C = \begin{bmatrix}2+3&-1+2\\1-1&5+0\end{bmatrix} = \begin{bmatrix}5&1\\0&5\end{bmatrix}$

5. Scalar Multiplication

Rule: Scalar Multiplication

To multiply a matrix $A$ by a scalar (real number) $k$, multiply every element of the matrix by $k$.

$$kA = k[a_{ij}]_{m\times n} = [k \cdot a_{ij}]_{m\times n}$$

Properties of Scalar Multiplication

Worked Example

If $A = \begin{bmatrix}4 & -2 \\ 6 & 0\end{bmatrix}$, find $3A$ and $-2A$.

$3A = \begin{bmatrix}12 & -6 \\ 18 & 0\end{bmatrix}$    $-2A = \begin{bmatrix}-8 & 4 \\ -12 & 0\end{bmatrix}$

Practice Problems — Scalar Multiplication
Q1. If $A = \begin{bmatrix}2&-1\\0&3\end{bmatrix}$ and $B = \begin{bmatrix}1&0\\4&-2\end{bmatrix}$, find $3A - 2B$.
Solution:
$3A = \begin{bmatrix}6&-3\\0&9\end{bmatrix}$, $2B = \begin{bmatrix}2&0\\8&-4\end{bmatrix}$
$3A-2B = \begin{bmatrix}4&-3\\-8&13\end{bmatrix}$
Q2. Find matrix $X$ such that $5X - \begin{bmatrix}10&15\\-5&20\end{bmatrix} = \begin{bmatrix}0&0\\0&0\end{bmatrix}$.
Solution:
$5X = \begin{bmatrix}10&15\\-5&20\end{bmatrix} \Rightarrow X = \begin{bmatrix}2&3\\-1&4\end{bmatrix}$

6. Matrix Multiplication

Condition for Multiplication

Matrix $A$ (of order $m \times n$) can be multiplied by matrix $B$ (of order $n \times p$) only if the number of columns of A equals the number of rows of B.

The resulting product $AB$ will have order $m \times p$.

$$\underbrace{A}_{m \times n} \times \underbrace{B}_{n \times p} = \underbrace{AB}_{m \times p}$$

Memory Aid: $(m \times \mathbf{n}) \times (\mathbf{n} \times p) = m \times p$ — the inner dimensions must match.

How to Multiply — The Dot Product Method

Each element $c_{ij}$ of the product $AB$ is computed as the dot product of row $i$ of $A$ with column $j$ of $B$:

$$c_{ij} = \sum_{k=1}^{n} a_{ik} \cdot b_{kj} = a_{i1}b_{1j} + a_{i2}b_{2j} + \cdots + a_{in}b_{nj}$$

Worked Example 1 — $2 \times 2$ matrices

$A = \begin{bmatrix}1&2\\3&4\end{bmatrix}$, $B = \begin{bmatrix}5&6\\7&8\end{bmatrix}$. Find $AB$.

$c_{11} = (1)(5)+(2)(7) = 5+14 = 19$

$c_{12} = (1)(6)+(2)(8) = 6+16 = 22$

$c_{21} = (3)(5)+(4)(7) = 15+28 = 43$

$c_{22} = (3)(6)+(4)(8) = 18+32 = 50$

$$AB = \begin{bmatrix}19&22\\43&50\end{bmatrix}$$

Worked Example 2 — $2\times3$ times $3\times2$

$A = \begin{bmatrix}1&2&3\\4&5&6\end{bmatrix}_{2\times3}$, $B = \begin{bmatrix}7&8\\9&10\\11&12\end{bmatrix}_{3\times2}$. Find $AB$ (order will be $2\times2$).

$c_{11} = 1(7)+2(9)+3(11) = 7+18+33=58$

$c_{12} = 1(8)+2(10)+3(12) = 8+20+36=64$

$c_{21} = 4(7)+5(9)+6(11) = 28+45+66=139$

$c_{22} = 4(8)+5(10)+6(12) = 32+50+72=154$

$$AB = \begin{bmatrix}58&64\\139&154\end{bmatrix}$$
Important Properties of Matrix Multiplication
Practice Problems — Matrix Multiplication
Q1. Find $AB$ and $BA$ if $A = \begin{bmatrix}1&2\\3&4\end{bmatrix}$ and $B = \begin{bmatrix}0&1\\1&0\end{bmatrix}$. Verify $AB \neq BA$.
Solution:
$AB = \begin{bmatrix}0+2&1+0\\0+4&3+0\end{bmatrix} = \begin{bmatrix}2&1\\4&3\end{bmatrix}$
$BA = \begin{bmatrix}0+3&0+4\\1+0&2+0\end{bmatrix} = \begin{bmatrix}3&4\\1&2\end{bmatrix}$
Since $AB \neq BA$, matrix multiplication is not commutative.
Q2. If $A = \begin{bmatrix}2&1\\1&3\end{bmatrix}$, find $A^2$ (i.e., $A \times A$).
Solution:
$A^2 = \begin{bmatrix}2&1\\1&3\end{bmatrix}\begin{bmatrix}2&1\\1&3\end{bmatrix} = \begin{bmatrix}4+1&2+3\\2+3&1+9\end{bmatrix} = \begin{bmatrix}5&5\\5&10\end{bmatrix}$
Q3. If $A = \begin{bmatrix}1&0\\2&1\end{bmatrix}$ and $B = \begin{bmatrix}3&1\\-1&2\end{bmatrix}$, find $2AB - 3I$ where $I$ is the $2\times2$ identity matrix.
Solution:
$AB = \begin{bmatrix}3+0&1+0\\6-1&2+2\end{bmatrix} = \begin{bmatrix}3&1\\5&4\end{bmatrix}$
$2AB = \begin{bmatrix}6&2\\10&8\end{bmatrix}$
$3I = \begin{bmatrix}3&0\\0&3\end{bmatrix}$
$2AB-3I = \begin{bmatrix}3&2\\10&5\end{bmatrix}$
Q4. Determine the order of the product $PQ$ given $P$ is $3\times4$ and $Q$ is $4\times2$. Also state whether $QP$ is possible.
Solution:
$PQ$: Inner dimensions $4=4$ ✓ → Order of $PQ$ = $3\times2$
$QP$: $Q$ is $4\times2$, $P$ is $3\times4$. Inner dimensions $2\neq3$ ✗ → $QP$ is NOT possible.
Q5 (ICSE Type). If $A = \begin{bmatrix}3&x\\0&1\end{bmatrix}$ and $B = \begin{bmatrix}9&16\\0&-y\end{bmatrix}$, find $x$ and $y$ given that $A^2 = B$.
Solution:
$A^2 = \begin{bmatrix}3&x\\0&1\end{bmatrix}\begin{bmatrix}3&x\\0&1\end{bmatrix} = \begin{bmatrix}9+0&3x+x\\0&0+1\end{bmatrix} = \begin{bmatrix}9&4x\\0&1\end{bmatrix}$
Comparing with $B = \begin{bmatrix}9&16\\0&-y\end{bmatrix}$:
$4x = 16 \Rightarrow x = 4$   and   $1 = -y \Rightarrow y = -1$
Q6. Verify that $A(B+C) = AB+AC$ for $A = \begin{bmatrix}1&2\\0&1\end{bmatrix}$, $B = \begin{bmatrix}1&0\\2&1\end{bmatrix}$, $C = \begin{bmatrix}0&1\\1&0\end{bmatrix}$.
Solution:
$B+C = \begin{bmatrix}1&1\\3&1\end{bmatrix}$. $A(B+C) = \begin{bmatrix}1+6&1+2\\0+3&0+1\end{bmatrix} = \begin{bmatrix}7&3\\3&1\end{bmatrix}$
$AB = \begin{bmatrix}1+4&0+2\\0+2&0+1\end{bmatrix} = \begin{bmatrix}5&2\\2&1\end{bmatrix}$
$AC = \begin{bmatrix}0+2&1+0\\0+1&0+0\end{bmatrix} = \begin{bmatrix}2&1\\1&0\end{bmatrix}$
$AB+AC = \begin{bmatrix}7&3\\3&1\end{bmatrix}$ ✓ Both sides are equal.

7. Transpose of a Matrix

Definition: Transpose

The transpose of a matrix $A$, denoted by $A^T$ (or $A'$), is obtained by interchanging its rows and columns.

If $A = [a_{ij}]_{m\times n}$, then $A^T = [a_{ji}]_{n\times m}$.

The element at position $(i,j)$ in $A$ becomes the element at position $(j,i)$ in $A^T$.

Order changes: If $A$ is $m \times n$, then $A^T$ is $n \times m$.

Example

$A = \begin{bmatrix}1&2&3\\4&5&6\end{bmatrix}_{2\times3}$  →  $A^T = \begin{bmatrix}1&4\\2&5\\3&6\end{bmatrix}_{3\times2}$

Properties of Transpose

Special Matrices via Transpose
Practice Problems — Transpose
Q1. Find the transpose of $A = \begin{bmatrix}2&-1&0\\3&4&-5\end{bmatrix}$ and state the order of $A^T$.
Solution:
$A^T = \begin{bmatrix}2&3\\-1&4\\0&-5\end{bmatrix}_{3\times2}$    Order of $A^T$ = $3\times2$
Q2. If $A = \begin{bmatrix}1&2\\3&4\end{bmatrix}$ and $B = \begin{bmatrix}0&1\\2&3\end{bmatrix}$, verify $(AB)^T = B^T A^T$.
Solution:
$AB = \begin{bmatrix}4&7\\8&15\end{bmatrix}$, $(AB)^T = \begin{bmatrix}4&8\\7&15\end{bmatrix}$
$B^T = \begin{bmatrix}0&2\\1&3\end{bmatrix}$, $A^T = \begin{bmatrix}1&3\\2&4\end{bmatrix}$
$B^T A^T = \begin{bmatrix}0\cdot1+2\cdot2&0\cdot3+2\cdot4\\1\cdot1+3\cdot2&1\cdot3+3\cdot4\end{bmatrix} = \begin{bmatrix}4&8\\7&15\end{bmatrix}$ ✓
Q3. Check whether $A = \begin{bmatrix}2&-3&1\\-3&0&4\\1&4&-1\end{bmatrix}$ is symmetric, skew-symmetric, or neither.
Solution:
$A^T = \begin{bmatrix}2&-3&1\\-3&0&4\\1&4&-1\end{bmatrix} = A$
Since $A^T = A$, matrix $A$ is Symmetric.

8. Mixed Practice Problems (ICSE Board Style)

Board Level Practice
Q1 (ICSE 2019 Style). If $A = \begin{bmatrix}1&2\\3&4\end{bmatrix}$, $B = \begin{bmatrix}6&1\\1&1\end{bmatrix}$ and $C = \begin{bmatrix}4&1\\2&-1\end{bmatrix}$, find $A(B-C)$. Verify your answer by computing $AB - AC$.
Solution:
$B-C = \begin{bmatrix}2&0\\-1&2\end{bmatrix}$
$A(B-C) = \begin{bmatrix}1&2\\3&4\end{bmatrix}\begin{bmatrix}2&0\\-1&2\end{bmatrix} = \begin{bmatrix}2-2&0+4\\6-4&0+8\end{bmatrix} = \begin{bmatrix}0&4\\2&8\end{bmatrix}$
Verification: $AB = \begin{bmatrix}8&3\\22&7\end{bmatrix}$, $AC = \begin{bmatrix}8&-1\\20&-1\end{bmatrix}$
$AB-AC = \begin{bmatrix}0&4\\2&8\end{bmatrix}$ ✓
Q2. Given $\begin{bmatrix}2&1\\-3&4\end{bmatrix} \cdot X = \begin{bmatrix}7\\2\end{bmatrix}$, find the matrix $X$, given $X$ is a $2\times1$ matrix. Let $X = \begin{bmatrix}a\\b\end{bmatrix}$.
Solution:
$\begin{bmatrix}2a+b\\-3a+4b\end{bmatrix} = \begin{bmatrix}7\\2\end{bmatrix}$
$2a+b=7$ … (i)   $-3a+4b=2$ … (ii)
From (i): $b=7-2a$. Sub in (ii): $-3a+4(7-2a)=2 \Rightarrow -3a+28-8a=2 \Rightarrow -11a=-26 \Rightarrow a=\frac{26}{11}$
This gives non-integer values. Let's try: Multiply (i) by 4: $8a+4b=28$. Add to (ii): $5a=30 \Rightarrow a=6$; $b=7-12=-5$
$X = \begin{bmatrix}6\\-5\end{bmatrix}$
Q3. If $A = \begin{bmatrix}a&b\\c&d\end{bmatrix}$ satisfies $A^2 - (a+d)A = (bc-ad)I$, verify this for $A = \begin{bmatrix}2&3\\1&4\end{bmatrix}$.
Solution:
$a=2, b=3, c=1, d=4$. $a+d=6$, $bc-ad=3-8=-5$.
$A^2 = \begin{bmatrix}4+3&6+12\\2+4&3+16\end{bmatrix} = \begin{bmatrix}7&18\\6&19\end{bmatrix}$
$6A = \begin{bmatrix}12&18\\6&24\end{bmatrix}$
$A^2-6A = \begin{bmatrix}-5&0\\0&-5\end{bmatrix} = -5\begin{bmatrix}1&0\\0&1\end{bmatrix} = -5I = (bc-ad)I$ ✓
Q4. Find matrix $B$ if $3A + 2B = \begin{bmatrix}10&-4\\8&6\end{bmatrix}$ where $A = \begin{bmatrix}2&0\\2&-2\end{bmatrix}$.
Solution:
$3A = \begin{bmatrix}6&0\\6&-6\end{bmatrix}$
$2B = \begin{bmatrix}10-6&-4-0\\8-6&6+6\end{bmatrix} = \begin{bmatrix}4&-4\\2&12\end{bmatrix}$
$B = \begin{bmatrix}2&-2\\1&6\end{bmatrix}$
Q5. Show that $\begin{bmatrix}1&2\\3&4\end{bmatrix} \cdot \begin{bmatrix}4&-2\\-3&1\end{bmatrix} = \begin{bmatrix}-2&0\\0&-2\end{bmatrix}$. Hence or otherwise, write the product as a scalar multiple of $I$.
Solution:
Product $= \begin{bmatrix}4-6&-2+2\\12-12&-6+4\end{bmatrix} = \begin{bmatrix}-2&0\\0&-2\end{bmatrix} = -2\begin{bmatrix}1&0\\0&1\end{bmatrix} = -2I$ ✓
Q6 (ICSE 2022 Pattern). If $\begin{bmatrix}x&y\end{bmatrix}\begin{bmatrix}x\\y\end{bmatrix} = \begin{bmatrix}25\end{bmatrix}$ and $x - y = 1$, find $x$ and $y$.
Solution:
$\begin{bmatrix}x&y\end{bmatrix}\begin{bmatrix}x\\y\end{bmatrix} = [x^2+y^2] = [25] \Rightarrow x^2+y^2=25$
Also $x-y=1 \Rightarrow x=y+1$
$(y+1)^2+y^2=25 \Rightarrow y^2+2y+1+y^2=25 \Rightarrow 2y^2+2y-24=0 \Rightarrow y^2+y-12=0$
$(y+4)(y-3)=0 \Rightarrow y=3$ (taking positive) $\Rightarrow x=4$
∴ x=4, y=3 (or x=-3, y=-4)

9. Quick Formula Summary

ConceptRule / Formula
Order of Matrix$m \times n$ means $m$ rows, $n$ columns; total elements = $mn$
Equality: $A = B$Same order AND all corresponding elements equal
Addition $A+B$Add corresponding elements; requires same order
Scalar multiplication $kA$Multiply every element by $k$
Matrix product $AB$Columns of $A$ must = Rows of $B$; $c_{ij} = \sum a_{ik}b_{kj}$
Transpose $A^T$Rows ↔ Columns; order $m\times n \to n\times m$
Identity Matrix $I$$AI = IA = A$
$AB \neq BA$Multiplication is NOT commutative
$(AB)^T$$= B^T A^T$ (reverse order!)
Examiner's Favourite Questions
  1. Find unknown values using matrix equality — common every year
  2. Compute $A^2$ or $A^2 - kA + I$ type questions
  3. Show $A^2 = kI$ or $A^2 = A$ (idempotent matrix)
  4. Given $AB = C$, find matrix $X$ (the unknown matrix)
  5. Verify properties: $(AB)^T = B^T A^T$, $A(B+C) = AB + AC$
  6. State whether multiplication $AB$ is possible and find the order