Proving Linear Independence and Spanning in Vector Spaces

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SUMMARY

The discussion focuses on proving that a maximal linearly independent sequence in a vector space V spans V and serves as a basis. It establishes that if a sequence (v1, ..., vk) is maximal and linearly independent, adding any additional vector creates a dependency, indicating that the new vector can be expressed as a linear combination of the existing vectors. This confirms that the sequence spans V, fulfilling the definition of a basis. The conversation emphasizes the importance of structuring the proof correctly to avoid circular reasoning.

PREREQUISITES
  • Understanding of vector spaces and their properties
  • Knowledge of linear independence and spanning sets
  • Familiarity with linear combinations of vectors
  • Basic proof techniques in linear algebra
NEXT STEPS
  • Study the concept of basis in vector spaces
  • Learn about the Rank-Nullity Theorem in linear algebra
  • Explore examples of maximal linearly independent sets
  • Investigate the implications of linear dependence in vector spaces
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Students and educators in linear algebra, mathematicians focusing on vector space theory, and anyone interested in understanding the foundational concepts of linear independence and spanning sets.

Danielm
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Homework Statement


Prove the following: Let V be a vector space and assume there is an integer n such that if (v1, . . . , vk) is a linearly independent sequence from V then k ≤ n. Prove is (v1, . . . , vk) is a maximal linearly independent sequence from V then (v1, . . . , vk) spans V and is therefore a basis.

Homework Equations

The Attempt at a Solution


If v_1,...,v_k$spans V then all vectors in V are generated by some linear combination of v_1,...,v_k. It's clearly seen that we can generate any vector in the sequence by setting the constant of the desired vector to 1 and the others to 0. Hence the sequence is maximal linearly independent, adding another vector will provoke a dependency. The dependency didn't exist before the new vector was added. This implies that the added vector can be written as a linear combination of the other vectors. If we do this for every remaining vector in V, then all vectors can be written as a linear combination of the given sequence and therefore it spans V. The sequence is linearly independent and it spans V, so it's a basis.
is that correct?
 
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You are asked to prove it spans V. Starting with "if v1..vk spans V" is not helpful.
 
haruspex said:
You are asked to prove it spans V. Starting with "if v1..vk spans V" is not helpful.
So if I delete the first sentence, it would look better? because clearly that's what I want to prove.
 
Danielm said:
So if I delete the first sentence, it would look better? because clearly that's what I want to prove.
You'll need to delete all that followed from that, i.e. the first two and a half lines. So it now starts
Danielm said:
adding another vector will provoke a dependency.
That seems to work.
 

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