Linear Algebra Basics: True/False Questions and Rank Properties

AI Thread Summary
A subspace of R^n with a basis of 5 vectors requires that n is greater than or equal to 5, confirming that the statement is true. This is because a basis of 5 vectors indicates a dimension of 5, which cannot exist in a space of lower dimension. In contrast, if a 6x7 matrix A has a rank of 3, it will have only 3 linearly independent column vectors, making the assertion that A^T has 5 independent columns false. Understanding the properties of rank is crucial for these determinations. Overall, clarity on the definitions and properties of subspaces and matrix rank is essential for accurate conclusions.
Tony11235
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I have a few true/false/depends questions.

If a subspace of R^n has a basis consisting of 5 vectors then n is greater than equal to 5. I say it's true because 5 linearly independent vectors span R^5. Is that correct?

If the rank of a 6x7 matrix A is 3 then A^T has 5 linearly independent column vectors. I am not sure on this. Any help would be nice.
 
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The first one is false, because it is not true for n greater than 5.

Claude.
 
Tony11235 said:
I have a few true/false/depends questions.

If a subspace of R^n has a basis consisting of 5 vectors then n is greater than equal to 5. I say it's true because 5 linearly independent vectors span R^5. Is that correct?
Yes, it is true. If the subspace has a basis consisting of 5 vectors, then it has dimension 5. Certainly it can't be a subspace of Rn if n is less than 5 (but Rn is a subspace of itself). Notice that you must say "greater than or equal to 5" because we are talking about a subspace, not Rn itself.
(That's why Claude Bile's answer is incorrect. I suspect he confused the subspace with Rn itself.)

If the rank of a 6x7 matrix A is 3 then A^T has 5 linearly independent column vectors. I am not sure on this. Any help would be nice.
No, if the rank is 3 then it has 3 linearly independent column vectors. How did you get 5?
 
I didn't come up with 5, it was a true/false/depends question on my homework.
 
Okay, then it's false!
 
you need to go back and learn what rank means and what its properties are. otherwise even halls' (correct) statement will not do you much good.
 
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