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Mathematics · Ch 3 — Matrices

Addition and Scalar Multiplication of Matrices

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Addition and Scalar Multiplication of Matrices

Addition of Matrices

Definition. If A=[aij]A=[a_{ij}] and B=[bij]B=[b_{ij}] are two matrices of the same order m×nm\times n, their sum A+BA+B is the matrix obtained by adding corresponding entries:

A+B=[aij+bij]m×n.A+B=[a_{ij}+b_{ij}]_{m\times n}.

Addition is defined only when the two matrices have identical order; A+BA+B is simply not defined if the orders differ, since there would be no way to pair up entries.

Scalar Multiplication

Definition. If A=[aij]A=[a_{ij}] is a matrix of order m×nm\times n and kk is any real number (a scalar), the scalar multiple kAkA is the matrix obtained by multiplying every entry of AA by kk:

kA=[k aij]m×n.kA=[k\,a_{ij}]_{m\times n}.

The negative of a matrix, −A-A, is the special case k=−1k=-1; subtraction A−BA-B is then defined as A+(−B)A+(-B), i.e. entrywise subtraction of corresponding entries. Both operations are used together in Example 4 and Exercise: Matrix Addition and Scalar Multiplication, Q2, where an expression such as 3A−2B3A-2B is evaluated by first scaling each matrix separately and then adding entrywise.

Properties of Addition and Scalar Multiplication

For matrices A,B,CA,B,C of the same order m×nm\times n and scalars k,lk,l, the following hold (each can be checked by writing out the general entry aija_{ij} of both sides and comparing, since ordinary addition and multiplication of real numbers already satisfy these laws):

  • Commutativity of addition: A+B=B+AA+B=B+A (Exercise: Matrix Addition and Scalar Multiplication, Q4 verifies this numerically).
  • Associativity of addition: (A+B)+C=A+(B+C)(A+B)+C=A+(B+C), so a sum of three or more matrices may be bracketed in any order.
  • Additive identity: A+O=O+A=AA+O=O+A=A, where OO is the zero matrix of the same order as AA.
  • Additive inverse: A+(−A)=OA+(-A)=O; every matrix has a unique additive inverse, namely the matrix of its negated entries.
  • Distributivity over matrix addition: k(A+B)=kA+kBk(A+B)=kA+kB.
  • Distributivity over scalar addition: (k+l)A=kA+lA(k+l)A=kA+lA. …