Multiplying Matrices Row-wise and Column-wise with Scalar in Julia
Overview
Introducing how to perform scalar multiplication by row and column on matrices in Julia.
Code
julia> d = 1:10
1:10
julia> X = ones(Int64, 10, 10)
10×10 Matrix{Int64}:
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1
Given a vector d
and a unity matrix X
, scalar multiplication by row or column can be performed through broadcasting the multiplication *
. It doesn’t matter whether you multiply from the left or the right, but whether the vector is vertically or horizontally long determines the row/column.
Scalar multiplication per row X .* d
For scalar multiplication per row, a vertically long vector, i.e., $d \in \mathbb{R}^{n \times 1} \approx \mathbb{R}^{n}$, is needed.
julia> X .* d
10×10 Matrix{Int64}:
1 1 1 1 1 1 1 1 1 1
2 2 2 2 2 2 2 2 2 2
3 3 3 3 3 3 3 3 3 3
4 4 4 4 4 4 4 4 4 4
5 5 5 5 5 5 5 5 5 5
6 6 6 6 6 6 6 6 6 6
7 7 7 7 7 7 7 7 7 7
8 8 8 8 8 8 8 8 8 8
9 9 9 9 9 9 9 9 9 9
10 10 10 10 10 10 10 10 10 10
julia> d .* X
10×10 Matrix{Int64}:
1 1 1 1 1 1 1 1 1 1
2 2 2 2 2 2 2 2 2 2
3 3 3 3 3 3 3 3 3 3
4 4 4 4 4 4 4 4 4 4
5 5 5 5 5 5 5 5 5 5
6 6 6 6 6 6 6 6 6 6
7 7 7 7 7 7 7 7 7 7
8 8 8 8 8 8 8 8 8 8
9 9 9 9 9 9 9 9 9 9
10 10 10 10 10 10 10 10 10 10
Scalar multiplication per column X .* d'
For scalar multiplication per column, a horizontally long vector, i.e., $d \in \mathbb{R}^{1 \times n} $, is needed.
julia> X .* d'
10×10 Matrix{Int64}:
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
julia> d' .* X
10×10 Matrix{Int64}:
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
1 2 3 4 5 6 7 8 9 10
Complete Code
d = 1:10
X = ones(Int64, 10, 10)
X .* d
d .* X
X .* d'
d' .* X
Environment
- OS: Windows
- julia: v1.9.0