Back to Determinants

Activity 3.4.3

Avg difficulty 2.5

We will investigate the connection between the determinant of a matrix and its invertibility using Gaussian elimination.

  1. Consider the two upper triangular matrices U1=[1−1202400−2],   U2=[1−12024000].U_1 = \left[\begin{array}{rrr} 1 & -1 & 2 \\ 0 & 2 & 4 \\ 0 & 0 & -2 \\ \end{array}\right],~~~ U_2 = \left[\begin{array}{rrr} 1 & -1 & 2 \\ 0 & 2 & 4 \\ 0 & 0 & 0 \\ \end{array}\right]. Remembering this proposition, which of the matrices U1U_1 and U2U_2 are invertible? What are the determinants det⁡(U1)\det(U_1) and det⁡(U2)\det(U_2)?

  2. Explain why an upper triangular matrix is invertible if and only if its determinant is not zero.

  3. Let's now consider the matrix A=[1−12−22−63−110]A = \left[\begin{array}{rrr} 1 & -1 & 2 \\ -2 & 2 & -6 \\ 3 & -1 & 10 \\ \end{array}\right] and begin the Gaussian elimination process with a row replacement operation A=[1−12−22−63−110]∼[1−1200−23−110]=A1A = \left[\begin{array}{rrr} 1 & -1 & 2 \\ -2 & 2 & -6 \\ 3 & -1 & 10 \\ \end{array}\right] \sim \left[\begin{array}{rrr} 1 & -1 & 2 \\ 0 & 0 & -2 \\ 3 & -1 & 10 \\ \end{array}\right] = A_1. What is the relationship between det⁡(A)\det(A) and det⁡(A1)\det(A_1)?

  4. Next we perform another row replacement operation: A1=[1−1200−23−110]∼[1−1200−2024]=A2A_1= \left[\begin{array}{rrr} 1 & -1 & 2 \\ 0 & 0 & -2 \\ 3 & -1 & 10 \\ \end{array}\right] \sim \left[\begin{array}{rrr} 1 & -1 & 2 \\ 0 & 0 & -2 \\ 0 & 2 & 4 \\ \end{array}\right] = A_2. What is the relationship between det⁡(A)\det(A) and det⁡(A2)\det(A_2)?

  5. Finally, we perform an interchange: A2=[1−1200−2024]∼[1−1202400−2]=UA_2 = \left[\begin{array}{rrr} 1 & -1 & 2 \\ 0 & 0 & -2 \\ 0 & 2 & 4 \\ \end{array}\right] \sim \left[\begin{array}{rrr} 1 & -1 & 2 \\ 0 & 2 & 4 \\ 0 & 0 & -2 \\ \end{array}\right] = U to arrive at an upper triangular matrix UU. What is the relationship between det⁡(A)\det(A) and det⁡(U)\det(U)?

  6. Since UU is upper triangular, we can compute its determinant, which allows us to find det⁡(A)\det(A). What is det⁡(A)\det(A)? Is AA invertible?

  7. Now consider the matrix A=[1−1302−2213].A = \left[\begin{array}{rrr} 1 & -1 & 3 \\ 0 & 2 & -2 \\ 2 & 1 & 3 \\ \end{array}\right]. Perform a sequence of row operations to find an upper triangular matrix UU that is row equivalent to AA. Use this to determine det⁡(A)\det(A) and whether AA is invertible.

  8. Suppose we apply a sequence of row operations on a matrix AA to obtain A′A'. Explain why det⁡(A)≠0\det(A) \neq 0 if and only if det⁡(A′)≠0\det(A') \neq 0.

  9. Explain why an n×nn\times n matrix AA is invertible if and only if det⁡(A)≠0\det(A) \neq 0.

Austin, Understanding Linear Algebra, §3.4 Determinants, Activity 3.4.3

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Adapted from Understanding Linear Algebra © 2023 David Austin. Licensed under CC BY 4.0. Source: Understanding Linear Algebra. Imported at revision 3e6dced.