PROJECTENGRAM

SCALAR MULTIPLICATION

Scalar Multiplication

Tags: #◇CSMATH2 #◇Linear Algebra #◇Computational Mathematics #◇Matrices #◇Matrix Operations #◇Computer Science #◇Vector Spaces #◇Linear Transformations


◇Overview

In matrix contexts, real numbers are often referred to as scalars. (Handout 1, Page 9)

◇Details / Theory

In matrix contexts, real numbers are often referred to as scalars. (Handout 1, Page 9) Definition: If A=[aij]A=[a_{ij}] is an m×nm \times n matrix and cc is a scalar, the scalar multiple cAcA is the m×nm \times n matrix obtained by multiplying each entry of AA by cc:
cA=[c⋅aij]cA=[c \cdot a_{ij}]
(Handout 1, Page 9) Example:
3[1234−1203−4]=[3(1)3(2)3(3)3(4)3(−1)3(2)3(0)3(3)3(−4)]=[36912−3609−12]3\begin{bmatrix} 1 & 2 & 3 \\ 4 & -1 & 2 \\ 0 & 3 & -4 \end{bmatrix}=\begin{bmatrix} 3(1) & 3(2) & 3(3) \\ 3(4) & 3(-1) & 3(2) \\ 3(0) & 3(3) & 3(-4) \end{bmatrix}=\begin{bmatrix} 3 & 6 & 9 \\ 12 & -3 & 6 \\ 0 & 9 & -12 \end{bmatrix}
(Handout 1, Page 9)
PN: Scalar multiplication scales the entire matrix. Every element gets multiplied by the scalar.

◇Common Pitfalls

Scalar multiplication multiplies every entry: (kA)ij=k⋅aij(kA)_{ij} = k \cdot a_{ij}. Don’t confuse with matrix multiplication — scalar multiplication always commutes: kA=AkkA = Ak.

◇Summary

TL;DR — kAkA multiplies every entry of AA by scalar kk. Distributes over addition and is associative: k(lA)=(kl)Ak(lA) = (kl)A.

Related: Source / Reference:

◇References & Navigation

CONFIRMATION // 理解度の確認

ACTIVE RECALL VERIFICATION

Select an answer to verify conceptual comprehension and reveal the technical rationale.

Q1

In the context of matrix operations, what does the term "scalar" formally refer to?

Q2

How is the operation of scalar multiplication cAcA performed on a matrix AA?

Q3

Which of the following properties applies to scalar multiplication with a matrix?