Matrices, determinants & linear transformations
WAECNECO
What the syllabus asks
WAEC: matrices (order, equality, addition, scalar and matrix multiplication, transpose, identity), determinants of 2×2 and 3×3 matrices, inverse of a 2×2 matrix (and 3×3 by cofactors), solution of simultaneous linear equations (inverse method and Cramer's rule), linear transformations of the plane (reflection, rotation, enlargement, shear), composition and inverse transformations
NECO: matrices (order, equality, addition, scalar and matrix multiplication, transpose, identity), determinants of 2×2 and 3×3 matrices, inverse of a 2×2 matrix (and 3×3 by cofactors), solution of simultaneous linear equations (inverse method and Cramer's rule), linear transformations of the plane (reflection, rotation, enlargement, shear), composition and inverse transformations
What you will learn
- State the order of a matrix and use equality of matrices to find unknowns.
- Add, subtract and multiply matrices, and know when a product is defined.
- Evaluate determinants of 2 × 2 and 3 × 3 matrices.
- Find the inverse of a 2 × 2 matrix and recognise singular matrices.
- Solve two and three simultaneous linear equations using matrices and Cramer's rule.
- Find matrices for reflections, rotations, enlargements and shears, and the images of points.
- Combine transformations, find inverse transformations and use the determinant as an area scale factor.
Key points
- Order = rows × columns; equal matrices match every entry.
- Add/subtract same-order matrices entry by entry; scalars multiply every entry; Aᵀ swaps rows and columns.
- AB needs columns of A = rows of B; (m × n)(n × p) = m × p; AB ≠ BA in general.
- det (a b / c d) = ad − bc; det(AB) = det A · det B.
- A⁻¹ = (1/det)(d −b / −c a); det = 0 means singular; (AB)⁻¹ = B⁻¹A⁻¹.
- AX = B gives X = A⁻¹B; Cramer: x = Dₓ/D, y = D_y/D (and z = D_z/D).
- 3 × 3 determinant: expand along a row with signs + − +.
- Columns of a transformation matrix are the images of (1, 0) and (0, 1).
- "P then Q" = QP; |det M| is the area scale factor; reflections det −1, rotations det 1.
- Use M⁻¹ to find an object from its image.
Start here: What a matrix is
A matrix is a rectangular arrangement of numbers in rows and columns, written inside brackets. Matrices are a compact way to store information. A provisions shop in Ibadan might record sales like this:
| Rice (bags) | Beans (bags) | Garri (bags) | |
|---|---|---|---|
| Monday | 4 | 2 | 7 |
| Tuesday | 3 | 5 | 6 |
As a matrix: S = (4 2 7 / 3 5 6). In this lesson we write a matrix row by row, with "/" separating rows. So (4 2 7 / 3 5 6) means first row 4, 2, 7 and second row 3, 5, 6.
Special matrices: a row matrix (1 × n), a column matrix (m × 1), a square matrix (n × n), the zero matrix O, and the identity matrix I = (1 0 / 0 1) for 2 × 2.
Equality
Two matrices are equal only if they have the same order and every corresponding entry is equal. This turns one matrix equation into several ordinary equations.
Given (x + y 2 / 3 x − y) = (7 2 / 3 1), find x and y.
- Equate corresponding entries: x + y = 7 and x − y = 1. We can do this because equal matrices agree entry by entry.
- Adding: 2x = 8, so x = 4. Then y = 7 − 4 = 3.
- Check: x − y = 1 ✓.
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Practice questions
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Key words
- Matrix
- A rectangular array of numbers in rows and columns.
- Order
- The size of a matrix, rows × columns, e.g. 2 × 3.
- Square matrix
- A matrix with the same number of rows and columns.
- Identity matrix I
- A square matrix with 1s on the leading diagonal and 0s elsewhere; AI = IA = A.
- Zero (null) matrix
- A matrix with every entry 0.
- Transpose Aᵀ
- The matrix formed by turning rows of A into columns.
- Determinant
- A number calculated from a square matrix; for 2×2, ad − bc.
- Singular matrix
- A square matrix whose determinant is 0; it has no inverse.
- Inverse A⁻¹
- The matrix with AA⁻¹ = A⁻¹A = I.
- Minor
- The determinant left when a row and a column are deleted.
- Cofactor
- A minor with the sign (+ or −) given by its position.
- Cramer's rule
- Solving linear equations by ratios of determinants.
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