Understanding the Linear Independence of Columns in a 3x5 Matrix

Click For Summary
SUMMARY

In a 3x5 matrix A, the columns cannot be linearly independent due to the rank limitation. The maximum rank of A is 3, which corresponds to the maximum number of linearly independent columns. Since A has 5 columns, this guarantees that at least some columns must be linearly dependent. Additionally, the rank also reflects the number of linearly independent rows, reinforcing the conclusion that linear independence is not possible with more columns than the rank.

PREREQUISITES
  • Understanding of matrix rank and its implications
  • Familiarity with linear independence and dependence concepts
  • Basic knowledge of matrix dimensions (m x n)
  • Concept of row and column spaces in linear algebra
NEXT STEPS
  • Study the concept of matrix rank in detail
  • Learn about linear transformations and their properties
  • Explore the implications of the Rank-Nullity Theorem
  • Investigate applications of linear independence in data science
USEFUL FOR

Students of linear algebra, educators teaching matrix theory, and professionals in data analysis or machine learning who require a solid understanding of matrix properties.

annie122
Messages
51
Reaction score
0
If A is a 3x5 matrix, explain why the columns of A must
be linearly independent.

i thought if A is 3x5, the columns of A must be linearly dependent, since
the rank is at most 3, and the rank is the number of linearly independent columns in A.
but there are 5 columns in A, so the columns of A must be linearly dependent :/
 
Physics news on Phys.org
Yuuki said:
i thought if A is 3x5, the columns of A must be linearly dependent, since
the rank is at most 3, and the rank is the number of linearly independent columns in A.
but there are 5 columns in A, so the columns of A must be linearly dependent :/
Correct! (Yes) (You might perhaps have added that the rank is also the number of linearly independent rows in A, which is why the rank is at most 3.)
 

Similar threads

  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 4 ·
Replies
4
Views
3K
  • · Replies 5 ·
Replies
5
Views
2K
  • · Replies 4 ·
Replies
4
Views
1K
  • · Replies 9 ·
Replies
9
Views
5K
Replies
1
Views
4K
Replies
1
Views
1K
  • · Replies 8 ·
Replies
8
Views
2K
  • · Replies 7 ·
Replies
7
Views
2K
  • · Replies 4 ·
Replies
4
Views
3K