Linear Combination and Matrix Determinant: Writing Vectors in R^n

In summary, if the determinant of a matrix is not equal to 0, then any vector in R^n can be written as a linear combination of the columns of the matrix. However, if the determinant is 0, then there exists a vector that cannot be written as a linear combination of the columns.
  • #1
charlies1902
162
0
Given the vectors
v1=(1, 1) ^t
v2=(3, -1)^t

setting up the matrix gives det≠0, thus any vector in R^n can be written as a linear combination of v1 and v2.

This is where I'm getting confused.
If the numbers in the matrix were changed so det=0, can you still right any vector in R^n as a linear combination of v1 and v2?
If det=0, this would yield a free variable. In the examples in the book, they say you can write a vector as a linear combination of other vectors even if a free variable exists.
 
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  • #2
I guess this leads to my next question:
If v1 and v2 are linearly independent vectors
in R^n and v3 cannot be written as a scalar
multiple of v1, then v1, v2, and v3 are linearly
independent.
Why is this statement false?
Never mind, I thought the statement said "and v3 cannot be written as a scalar multiple of v1&v2" instead of just v1. If it was v1 and v2, then it would be linearly independent.
 
  • #3
charlies1902 said:
Given the vectors
v1=(1, 1) ^t
v2=(3, -1)^t

setting up the matrix gives det≠0, thus any vector in R^n can be written as a linear combination of v1 and v2.

This is where I'm getting confused.
If the numbers in the matrix were changed so det=0, can you still right any vector in R^n as a linear combination of v1 and v2?
If det=0, this would yield a free variable. In the examples in the book, they say you can write a vector as a linear combination of other vectors even if a free variable exists.

det=0 if and only if both columns are a scalar multiple of a particular vector, call it v. If that is the case, then any linear combination of the columns will also be a scalar multiple of v. Therefore any vector that is not a scalar multiple of v cannot be expressed as a linear combination of the columns.
 

1. What is a linear combination?

A linear combination is a mathematical operation where two or more vectors are multiplied by constants and then added together. This results in a new vector that is a combination of the original vectors.

2. How is a linear combination written?

A linear combination is typically written in the form of a sum, where the constants are written in front of the vectors and the vectors are separated by a plus sign. For example, if we have two vectors, v and w, a linear combination of these vectors can be written as a*v + b*w, where a and b are constants.

3. What is the significance of writing vectors in R^n?

Writing vectors in R^n, also known as n-dimensional space, allows us to visualize and manipulate vectors in a more abstract and generalized way. It also allows us to solve systems of linear equations and perform other mathematical operations more efficiently.

4. How is the matrix determinant related to linear combinations?

The matrix determinant is a value that can be calculated for a square matrix. In the context of linear combinations, the determinant of a matrix is used to determine whether a system of linear equations has a unique solution, no solution, or infinitely many solutions. It is also used to find the coefficients of a linear combination that produces a specific vector.

5. Can any vector be written as a linear combination of other vectors?

Yes, any vector in R^n can be written as a linear combination of other vectors. This is because every vector in R^n can be represented as a unique combination of the basis vectors, which are the vectors used to define the coordinate system in n-dimensional space.

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