Math Problem Statement
Let S be a subset of a vector space V.Then select the correct statements:
(A) If S is linearly independent, any set containing S is also linearly independent;
(B)If S spans V any set containing S also spans V;
(C) If S is linearly dependent, any set containing S is also linearly dependent;
(D) If S spans V, any subset of S also spans V.
Solution
Let's analyze each statement one by one to determine which ones are true.
(A) If S is linearly independent, any set containing S is also linearly independent.
- False. If is linearly independent, adding more vectors to can potentially make the set linearly dependent. For example, if is linearly independent, adding a vector makes the set linearly dependent.
(B) If S spans V, any set containing S also spans V.
- True. If spans , any set that contains will span because any vector in can be written as a linear combination of the vectors in , and adding more vectors to the set will still allow for a linear combination that spans the entire space .
(C) If S is linearly dependent, any set containing S is also linearly dependent.
- True. If is linearly dependent, this means there exists a nontrivial linear combination of the vectors in that equals the zero vector. Adding more vectors to this set does not eliminate this dependence, so the larger set will also be linearly dependent.
(D) If S spans V, any subset of S also spans V.
- False. If spans , it is not necessarily true that any subset of will also span . A minimal spanning set (also known as a basis) spans , but a subset of could miss important vectors that are necessary to span the entire space.
Correct statements:
- (B) If spans , any set containing also spans .
- (C) If is linearly dependent, any set containing is also linearly dependent.
Would you like a more detailed explanation on any of these points, or have any other questions?
Related questions:
- What is the difference between a linearly independent and a linearly dependent set of vectors?
- How do we prove that a set spans a vector space?
- What is a basis of a vector space, and how does it relate to spanning sets?
- How do you find the minimal set of vectors that spans a space (a basis)?
- What happens if you add redundant vectors to a linearly independent set?
Tip: A basis is a minimal spanning set, meaning it's a set of vectors that spans the space but is also linearly independent.
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Math Problem Analysis
Mathematical Concepts
Linear Independence
Linear Dependence
Spanning Set
Vector Space
Formulas
-
Theorems
Definition of Linear Independence
Definition of Linear Dependence
Spanning Set Theorem
Suitable Grade Level
Grades 11-12
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