Math Problem Statement
Solution
Let's go through each question.
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Question 1: "The set is a basis of ."
To determine if this set is a basis of , we need to check if the vectors are linearly independent and span .
- Since there are exactly three vectors in this set and they are in , if they are linearly independent, they will also span .
- To check linear independence, we can set up the matrix with these vectors as columns and row-reduce it:
- If this matrix has a pivot in every row, then the vectors are linearly independent.
Upon performing row reduction, we find that the matrix does indeed have a pivot in every row, confirming that the vectors are linearly independent. Therefore, this set is a basis for .
Answer: True
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Question 2: "The set is a basis of ."
For a set to be a basis of , it must have exactly four linearly independent vectors. However, this set has five vectors, which means it cannot be linearly independent in (since we only need four vectors to span ). Therefore, this set cannot be a basis of .
Answer: False
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Question 3: "If is invertible, then the set of vectors made of the columns of is linearly independent."
An invertible matrix has the property that its columns form a linearly independent set. This is because an invertible matrix has a pivot in every row (and column), ensuring that no column can be written as a linear combination of the others. Therefore, if is invertible, its columns are indeed linearly independent.
Answer: True
Would you like more details on any of these solutions, or do you have any questions?
Related Questions:
- What conditions must a set of vectors satisfy to be a basis for a vector space?
- How can you determine if a set of vectors is linearly independent?
- Why does having more than four vectors in prevent a set from being a basis?
- What is the significance of a matrix being invertible?
- How does row reduction help in determining linear independence?
Tip:
Remember that a basis for a space like requires exactly linearly independent vectors. If you have fewer than vectors, they can't span the space; if you have more, they can't all be independent.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Basis of a Vector Space
Linear Independence
Invertible Matrices
Formulas
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Theorems
Basis Criterion
Linear Independence of Invertible Matrix Columns
Suitable Grade Level
College Level
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