Chapters

Matrices

NCERT Class 12 Mathematics — Chapter 3

The essence of Mathematics lies in its freedom. — Cantor

3.1 Introduction

A matrix is a compact way to write systems of linear equations, and is used in science, economics, cryptography, and computer graphics.


3.2 Matrix

A matrix is an ordered rectangular array of numbers (or functions). Entries are called elements.

Order: A matrix with mm rows and nn columns has order m×nm \times n. It has mnmn elements.

We write A=[aij]m×nA=[a_{ij}]_{m\times n}, where aija_{ij} is the entry in row ii and column jj.

Possible orders of a matrix with 88 elements: 1×81\times 8, 8×18\times 1, 2×42\times 4, 4×24\times 2.


3.3 Types of Matrices

  • Column matrix: only one column, order m×1m\times 1
  • Row matrix: only one row, order 1×n1\times n
  • Square matrix: m=nm=n
  • Diagonal matrix: square, and aij=0a_{ij}=0 when iji\mathrel{\htmlClass{course-neq}{\char"2260}} j
  • Scalar matrix: diagonal, and all diagonal entries equal a constant kk
  • Identity matrix InI_n: aij=1a_{ij}=1 if i=ji=j, else 00
  • Zero (null) matrix OO: every entry is 00

Equality: A=BA=B if they have the same order and aij=bija_{ij}=b_{ij} for all i,ji,j.


3.4 Operations on Matrices

  • Scalar multiple: kA=[kaij]kA=[ka_{ij}]
  • A=(1)A-A=(-1)A
  • AB=A+(B)A-B=A+(-B)
  • Addition is commutative and associative (same order)
  • k(A+B)=kA+kBk(A+B)=kA+kB

Multiplication: If AA is m×nm\times n and BB is n×pn\times p, then AB=CAB=C is m×pm\times p with

cik=j=1naijbjkc_{ik}=\sum_{j=1}^{n} a_{ij}b_{jk}

  • (AB)C=A(BC)(AB)C=A(BC)
  • A(B+C)=AB+ACA(B+C)=AB+AC
  • In general ABBAAB\mathrel{\htmlClass{course-neq}{\char"2260}} BA

3.5 Transpose, Symmetric and Skew-symmetric

If A=[aij]m×nA=[a_{ij}]_{m\times n}, then A=[aji]n×mA'=[a_{ji}]_{n\times m}.

  • (A)=A(A')'=A
  • (kA)=kA(kA)'=kA'
  • (A+B)=A+B(A+B)'=A'+B'
  • (AB)=BA(AB)'=B'A'

AA is symmetric if A=AA'=A.

AA is skew-symmetric if A=AA'=-A.

Every square matrix can be written as the sum of a symmetric matrix and a skew-symmetric matrix.

If AA and BB are symmetric of the same order, then ABAB is symmetric if and only if AB=BAAB=BA.


3.6 Inverse of a Matrix

If AB=BA=IAB=BA=I, then B=A1B=A^{-1}.

The inverse of a square matrix, if it exists, is unique.


Chapter Summary

  • Order m×nm\times n has mnmn entries
  • Identity II: ones on the diagonal
  • ABAB defined only when columns of AA = rows of BB
  • (AB)=BA(AB)'=B'A'
  • Inverse exists and is unique when AB=BA=IAB=BA=I

Exercises (NCERT)

  • Exercise 3.1 — order and construction
  • Exercise 3.2 — types and equality
  • Later exercises — operations, transpose, inverse
  • Miscellaneous Exercise