How to resolve the algorithm Kronecker product step by step in the Julia programming language
How to resolve the algorithm Kronecker product step by step in the Julia programming language
Table of Contents
Problem Statement
Implement the Kronecker product of two matrices (arbitrary sized) resulting in a block matrix.
Show results for each of the following two samples:
Sample 1 (from Wikipedia): Sample 2:
See implementations and results below in JavaScript and PARI/GP languages.
Let's start with the solution:
Step by Step solution about How to resolve the algorithm Kronecker product step by step in the Julia programming language
The provided Julia code demonstrates the Kronecker product, a mathematical operation that multiplies two matrices by creating a block matrix. Here's a detailed explanation:
-
Built-in Kronecker Function: Julia has a built-in function called
kron
that performs the Kronecker product. It takes two matrices as input and outputs the resulting block matrix. -
Example 1:
a
is a 2x2 matrix:[1 2; 3 4]
.b
is another 2x2 matrix:[0 5; 6 7]
.- The line
k = kron(a, b)
computes the Kronecker product ofa
andb
, storing the result ink
. - The loop iterates over the rows of
k
and prints each row to display the resulting block matrix.
-
Example 2:
a
is a 3x3 binary matrix:[0 1 0; 1 1 1; 0 1 0]
.b
is a 3x4 binary matrix:[1 1 1 1; 1 0 0 1; 1 1 1 1]
.- The code again computes the Kronecker product of
a
andb
and prints the resulting block matrix.
Kronecker Product: The Kronecker product of two matrices A and B, denoted as A × B
, is a block matrix constructed as follows:
- For each element
a_ij
in matrix A andb_kl
in matrix B, create ak × l
blocka_ij * B
. - Stack these blocks horizontally for each row in A and vertically for each column in B.
Output:
- For the first example, the output is:
1 × 2 =
1 2 0 0 5 10
3 4 0 0 15 20
- For the second example, the output is:
0 × 1 =
0 0 0 0 0 0 0 0 0 0 0 0
0 0 1 1 1 1 0 0 0 0 0 0
0 0 0 0 0 0 1 1 1 1 0 0
1 × 1 =
1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1 1 1
0 × 1 =
0 0 0 0 0 0 0 0 0 0 0 0
0 0 1 1 1 1 0 0 0 0 0 0
0 0 0 0 0 0 1 1 1 1 0 0
Source code in the julia programming language
# v0.6
# Julia has a builtin kronecker product function
a = [1 2; 3 4]
b = [0 5; 6 7]
k = kron(a, b)
println("$a × $b =")
for row in 1:size(k)[1]
println(k[row,:])
end
println()
a = [0 1 0; 1 1 1; 0 1 0]
b = [1 1 1 1; 1 0 0 1; 1 1 1 1]
k = kron(a, b)
println("$a × $b =")
for row in 1:size(k)[1]
println(k[row,:])
end
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