Determinants
A single number, found by cofactor expansion or row reduction, that detects invertibility and measures how much area and volume are scaled.
14 exercises
Activity 3.4.3
We will investigate the connection between the determinant of a matrix and its invertibility using Gaussian elimination.
Consider the two upper triangular matrices Remembering this proposition, which of the matrices and are invertible? What are the determinants and ?
Explain why an upper triangular matrix is invertible if and only if its determinant is not zero.
Let's now consider the matrix …
Activity 3.4.4
We will explore cofactor expansions through some examples.
Using a cofactor expansion, show that the determinant of the following matrix . Remember that you can choose any row or column to create the expansion, but the choice of a particular row or column may simplify the computation.
Use a cofactor expansion to find the determinant of . Explain how the cofactor expansion technique shows that the de…
Exercise 1
Consider the matrices .
Find the determinants of and using row operations.
Now find the determinants of and using cofactor expansions to verify your results
Exercise 3
In the next chapter, we will say that matrices and are similar if there is a matrix such that .
Suppose that and are matrices and that there is a matrix such that . Explain why .
Suppose that is a matrix and that there is a matrix such that . Find .
Exercise 4
Consider the matrix where is a parameter.
Find an expression for in terms of the parameter .
Use your expression for to determine the values of for which the vectors are linearly independent.
Exercise 5
Determine whether the following statements are true or false and explain your response.
If we have a square matrix and multiply the first row by and add it to the third row to obtain , then .
If we interchange two rows of a matrix, then the determinant is unchanged.
If we scale a row of the matrix by to obtain , then .
If and are row equivalent and , then also.
If is row equivalent…
Exercise 6
Suppose that and are matrices such that and . Find the following determinants:
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Exercise 7
Suppose that and are matrices.
If and are both invertible, use determinants to explain why is invertible.
If is invertible, use determinants to explain why both and are invertible.
Exercise 8
Provide a justification for your responses to the following questions.
If every entry in one row of a matrix is zero, what can you say about the determinant?
If two rows of a square matrix are identical, what can you say about the determinant?
If two columns of a square matrix are identical, what can you say about the determinant?
If one column of a matrix is a linear combination of the others, what c…
Exercise 9
Consider the matrix .
Assuming that , rewrite the equation in terms of , , and .
Explain why and , the first two columns of , satisfy the equation you found in the previous part.
Explain why the solution space of this equation is the plane spanned by and .
Exercise 10
In this section, we studied the effect of row operations on the matrix . In this exercise, we will study the effect of analogous column operations.
Suppose that is the matrix . Also consider elementary matrices .
Explain why the matrix is obtained from by replacing the first column by . We call this a column replacement operation. Explain why column replacement operations do not change…
Exercise 11
Consider the matrices . Use row operations to find the determinants of these matrices.
Exercise 12
Consider the matrices
Use row (and/or column) operations to find the determinants of these matrices.
Write the and matrices that follow in this pattern and state their determinants based on what you have seen.
Exercise 13
The following matrix is called a Vandermond matrix: .
Use row operations to explain why .
Explain why is invertible if and only if , , and are all distinct real numbers.
There is a natural way to generalize this to a matrix with parameters , , , and . Write this matrix and state its determinant based on your previous work.
This matrix appeared in this exercise when we were found a polynom…
Adapted from Understanding Linear Algebra © 2023 David Austin. Licensed under CC BY 4.0. Source: Understanding Linear Algebra. Imported at revision 3e6dced.