Math Problem Statement

If {v1, v2, v3, v4} forms a spanning set for a vector space V, v4 can be written as a linear combination of v1, v2, v3, then which statement is correct?

Solution

The question is about the properties of a set of vectors {v1,v2,v3,v4}\{v_1, v_2, v_3, v_4\} forming a spanning set for a vector space VV. We are asked to determine which statement is true about the set {v1,v2,v3}\{v_1, v_2, v_3\}.

Given the statement that {v1,v2,v3,v4}\{v_1, v_2, v_3, v_4\} forms a spanning set for the vector space VV, this means that any vector in VV can be written as a linear combination of these four vectors.

Let’s analyze the options:

  • Option (a): {v1,v2,v3}\{v_1, v_2, v_3\} are linearly dependent in VV.

    • Since {v1,v2,v3,v4}\{v_1, v_2, v_3, v_4\} is a spanning set and it contains four vectors, there might be redundancy among the vectors. It’s possible that v4v_4 can be written as a linear combination of v1,v2,v_1, v_2, and v3v_3, which implies that {v1,v2,v3}\{v_1, v_2, v_3\} could be linearly dependent.
    • This could be true.
  • Option (b): {v1,v2,v3}\{v_1, v_2, v_3\} are linearly independent in VV.

    • If {v1,v2,v3,v4}\{v_1, v_2, v_3, v_4\} is a spanning set and if we can express v4v_4 as a linear combination of v1,v2,v3v_1, v_2, v_3, this would imply that v4v_4 adds no new information, and thus {v1,v2,v3}\{v_1, v_2, v_3\} would be linearly dependent, not independent.
    • This is not true.
  • Option (c): {v1,v2,v3}\{v_1, v_2, v_3\} is a spanning set of VV.

    • If v4v_4 can be written as a linear combination of v1,v2,v3v_1, v_2, v_3, this means that v1,v2,v3v_1, v_2, v_3 alone do not span VV. Therefore, {v1,v2,v3}\{v_1, v_2, v_3\} would not be a spanning set by itself.
    • This is not true.
  • Option (d): {v1,v2}\{v_1, v_2\} is not a spanning set of VV.

    • If {v1,v2,v3,v4}\{v_1, v_2, v_3, v_4\} spans VV, then {v1,v2}\{v_1, v_2\} is clearly not sufficient to span the entire space, as the set would lack the vectors v3v_3 and v4v_4.
    • This is true.

Conclusion:

The correct answer is (a): {v1,v2,v3}\{v_1, v_2, v_3\} are linearly dependent in VV.

Would you like further clarification or have any follow-up questions? Here are a few related questions you might be interested in:

  1. What is the definition of a linearly independent set in a vector space?
  2. How can we determine if a set of vectors is linearly dependent or independent?
  3. What is the role of a spanning set in the context of vector spaces?
  4. How can you reduce a set of vectors to find a minimal spanning set?
  5. How does the number of vectors in a spanning set relate to the dimension of a vector space?

Tip: When checking for linear dependence or independence, one effective method is to set up a system of equations to check if the only solution to a linear combination being zero is the trivial one (all coefficients are zero).

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Math Problem Analysis

Mathematical Concepts

Linear Dependence
Spanning Sets
Linear Combinations
Vector Spaces

Formulas

Linear combination: v4 = c1*v1 + c2*v2 + c3*v3 for some scalars c1, c2, c3

Theorems

Linear Dependence and Independence Theorem
Spanning Set Definition

Suitable Grade Level

Undergraduate Linear Algebra