Task. Let T : R 3 → R 3 T: \mathbb{R}^3 \to \mathbb{R}^3 T : R 3 → R 3 be a linear transformation defined by T ( a , b , c ) = ( a − b , b − c , c − a ) T(a, b, c) = (a - b, b - c, c - a) T ( a , b , c ) = ( a − b , b − c , c − a ) . Find the matrix with respect to basis ( v 1 , v 2 , v 3 ) (v_1, v_2, v_3) ( v 1 , v 2 , v 3 ) , where
v 1 = ( 1 , 0 , 1 ) , v 2 = ( 0 , 1 , 1 ) , v 3 = ( 1 , 1 , 0 ) . v_1 = (1, 0, 1), \qquad v_2 = (0, 1, 1), \qquad v_3 = (1, 1, 0). v 1 = ( 1 , 0 , 1 ) , v 2 = ( 0 , 1 , 1 ) , v 3 = ( 1 , 1 , 0 ) .
Is this matrix invertible? If so find inverse corresponding to formula for T − 1 T^{-1} T − 1 .
Solution. The matrix of T T T has the following form:
T = ( 1 − 1 0 0 1 − 1 − 1 0 1 ) T = \begin{pmatrix}
1 & -1 & 0 \\
0 & 1 & -1 \\
-1 & 0 & 1
\end{pmatrix} T = ⎝ ⎛ 1 0 − 1 − 1 1 0 0 − 1 1 ⎠ ⎞
The transition matrix to the basis ( v 1 , v 2 , v 3 ) (v_1, v_2, v_3) ( v 1 , v 2 , v 3 ) has the form
A = ( 1 0 1 0 1 1 1 1 0 ) A = \begin{pmatrix}
1 & 0 & 1 \\
0 & 1 & 1 \\
1 & 1 & 0
\end{pmatrix} A = ⎝ ⎛ 1 0 1 0 1 1 1 1 0 ⎠ ⎞
Therefore the matrix of T T T in the basis ( v 1 , v 2 , v 3 ) (v_1, v_2, v_3) ( v 1 , v 2 , v 3 ) is
A T A − 1 . ATA^{-1}. A T A − 1 .
Let us compute the inverse of A A A .
First find the determinant of A A A :
∣ 1 0 1 0 1 1 1 1 0 ∣ = 1 ⋅ 1 ⋅ 0 + 0 ⋅ 1 ⋅ 1 + 1 ⋅ 0 ⋅ 1 − 1 ⋅ 1 ⋅ 1 − 1 ⋅ 1 ⋅ 1 − 0 ⋅ 0 ⋅ 0 = − 2. \begin{vmatrix}
1 & 0 & 1 \\
0 & 1 & 1 \\
1 & 1 & 0
\end{vmatrix} = 1 \cdot 1 \cdot 0 + 0 \cdot 1 \cdot 1 + 1 \cdot 0 \cdot 1 - 1 \cdot 1 \cdot 1 - 1 \cdot 1 \cdot 1 - 0 \cdot 0 \cdot 0 = -2. ∣ ∣ 1 0 1 0 1 1 1 1 0 ∣ ∣ = 1 ⋅ 1 ⋅ 0 + 0 ⋅ 1 ⋅ 1 + 1 ⋅ 0 ⋅ 1 − 1 ⋅ 1 ⋅ 1 − 1 ⋅ 1 ⋅ 1 − 0 ⋅ 0 ⋅ 0 = − 2.
Now compute the minores
M 11 = ∣ 1 1 1 0 ∣ = 1 ⋅ 0 − 1 ⋅ 1 = − 1 M_{11} = \begin{vmatrix}
1 & 1 \\
1 & 0
\end{vmatrix} = 1 \cdot 0 - 1 \cdot 1 = -1 M 11 = ∣ ∣ 1 1 1 0 ∣ ∣ = 1 ⋅ 0 − 1 ⋅ 1 = − 1 M 12 = ∣ 0 1 1 0 ∣ = 0 ⋅ 0 − 1 ⋅ 1 = − 1 M_{12} = \begin{vmatrix}
0 & 1 \\
1 & 0
\end{vmatrix} = 0 \cdot 0 - 1 \cdot 1 = -1 M 12 = ∣ ∣ 0 1 1 0 ∣ ∣ = 0 ⋅ 0 − 1 ⋅ 1 = − 1 M 13 = ∣ 0 1 1 1 ∣ = 0 ⋅ 1 − 1 ⋅ 1 = − 1 M_{13} = \begin{vmatrix}
0 & 1 \\
1 & 1
\end{vmatrix} = 0 \cdot 1 - 1 \cdot 1 = -1 M 13 = ∣ ∣ 0 1 1 1 ∣ ∣ = 0 ⋅ 1 − 1 ⋅ 1 = − 1 M 21 = ∣ 0 1 1 0 ∣ = 0 ⋅ 0 − 1 ⋅ 1 = − 1 M_{21} = \begin{vmatrix}
0 & 1 \\
1 & 0
\end{vmatrix} = 0 \cdot 0 - 1 \cdot 1 = -1 M 21 = ∣ ∣ 0 1 1 0 ∣ ∣ = 0 ⋅ 0 − 1 ⋅ 1 = − 1 M 22 = ∣ 1 1 1 0 ∣ = 1 ⋅ 0 − 1 ⋅ 1 = − 1 M_{22} = \begin{vmatrix}
1 & 1 \\
1 & 0
\end{vmatrix} = 1 \cdot 0 - 1 \cdot 1 = -1 M 22 = ∣ ∣ 1 1 1 0 ∣ ∣ = 1 ⋅ 0 − 1 ⋅ 1 = − 1 M 23 = ∣ 1 0 1 1 ∣ = 1 ⋅ 1 − 0 ⋅ 1 = 1 M_{23} = \begin{vmatrix}
1 & 0 \\
1 & 1
\end{vmatrix} = 1 \cdot 1 - 0 \cdot 1 = 1 M 23 = ∣ ∣ 1 1 0 1 ∣ ∣ = 1 ⋅ 1 − 0 ⋅ 1 = 1 M 31 = ∣ 0 1 1 1 ∣ = 0 ⋅ 1 − 1 ⋅ 1 = − 1 M_{31} = \begin{vmatrix}
0 & 1 \\
1 & 1
\end{vmatrix} = 0 \cdot 1 - 1 \cdot 1 = -1 M 31 = ∣ ∣ 0 1 1 1 ∣ ∣ = 0 ⋅ 1 − 1 ⋅ 1 = − 1 M 32 = ∣ 1 1 0 1 ∣ = 1 ⋅ 1 − 1 ⋅ 0 = 1 M_{32} = \begin{vmatrix}
1 & 1 \\
0 & 1
\end{vmatrix} = 1 \cdot 1 - 1 \cdot 0 = 1 M 32 = ∣ ∣ 1 0 1 1 ∣ ∣ = 1 ⋅ 1 − 1 ⋅ 0 = 1 M 33 = ∣ 1 0 0 1 ∣ = 1 ⋅ 1 − 0 ⋅ 0 = 1 M_{33} = \begin{vmatrix}
1 & 0 \\
0 & 1
\end{vmatrix} = 1 \cdot 1 - 0 \cdot 0 = 1 M 33 = ∣ ∣ 1 0 0 1 ∣ ∣ = 1 ⋅ 1 − 0 ⋅ 0 = 1
Then the inverse of A A A is given by the formula:
A − 1 = 1 ∣ A ∣ ( M 11 − M 21 M 31 − M 12 M 22 − M 32 M 13 − M 23 M 33 ) = 1 − 2 ( − 1 1 − 1 1 − 1 − 1 − 1 − 1 1 ) = A^{-1} = \frac{1}{|A|} \begin{pmatrix}
M_{11} & -M_{21} & M_{31} \\
-M_{12} & M_{22} & -M_{32} \\
M_{13} & -M_{23} & M_{33}
\end{pmatrix} = \frac{1}{-2} \begin{pmatrix}
-1 & 1 & -1 \\
1 & -1 & -1 \\
-1 & -1 & 1
\end{pmatrix} = A − 1 = ∣ A ∣ 1 ⎝ ⎛ M 11 − M 12 M 13 − M 21 M 22 − M 23 M 31 − M 32 M 33 ⎠ ⎞ = − 2 1 ⎝ ⎛ − 1 1 − 1 1 − 1 − 1 − 1 − 1 1 ⎠ ⎞ =
2
Now compute
A T = ( 1 0 1 0 1 1 1 1 0 ) ( 1 − 1 0 0 1 − 1 − 1 0 1 ) = ( 1 ⋅ 1 + 0 ⋅ 0 + 1 ⋅ ( − 1 ) 1 ⋅ ( − 1 ) + 0 ⋅ 1 + 1 ⋅ 0 1 ⋅ 0 + 0 ⋅ ( − 1 ) + 1 ⋅ 1 0 ⋅ 1 + 1 ⋅ 0 + 1 ⋅ ( − 1 ) 0 ⋅ ( − 1 ) + 1 ⋅ 1 + 1 ⋅ 0 0 ⋅ 0 + 1 ⋅ ( − 1 ) + 1 ⋅ 1 1 ⋅ 1 + 1 ⋅ 0 + 0 ⋅ ( − 1 ) 1 ⋅ ( − 1 ) + 1 ⋅ 1 + 0 ⋅ 0 1 ⋅ 0 + 1 ⋅ ( − 1 ) + 0 ⋅ 1 ) = ( 0 − 1 1 − 1 1 0 1 0 − 1 ) \begin{array}{l}
AT = \left( \begin{array}{ccc} 1 & 0 & 1 \\ 0 & 1 & 1 \\ 1 & 1 & 0 \end{array} \right) \left( \begin{array}{ccc} 1 & -1 & 0 \\ 0 & 1 & -1 \\ -1 & 0 & 1 \end{array} \right) \\
= \left( \begin{array}{cccc} 1 \cdot 1 + 0 \cdot 0 + 1 \cdot (-1) & 1 \cdot (-1) & + 0 \cdot 1 + 1 \cdot 0 & 1 \cdot 0 + 0 \cdot (-1) + 1 \cdot 1 \\ 0 \cdot 1 + 1 \cdot 0 + 1 \cdot (-1) & 0 \cdot (-1) & + 1 \cdot 1 + 1 \cdot 0 & 0 \cdot 0 + 1 \cdot (-1) + 1 \cdot 1 \\ 1 \cdot 1 + 1 \cdot 0 + 0 \cdot (-1) & 1 \cdot (-1) & + 1 \cdot 1 + 0 \cdot 0 & 1 \cdot 0 + 1 \cdot (-1) + 0 \cdot 1 \end{array} \right) \\
= \left( \begin{array}{ccc} 0 & -1 & 1 \\ -1 & 1 & 0 \\ 1 & 0 & -1 \end{array} \right)
\end{array} A T = ⎝ ⎛ 1 0 1 0 1 1 1 1 0 ⎠ ⎞ ⎝ ⎛ 1 0 − 1 − 1 1 0 0 − 1 1 ⎠ ⎞ = ⎝ ⎛ 1 ⋅ 1 + 0 ⋅ 0 + 1 ⋅ ( − 1 ) 0 ⋅ 1 + 1 ⋅ 0 + 1 ⋅ ( − 1 ) 1 ⋅ 1 + 1 ⋅ 0 + 0 ⋅ ( − 1 ) 1 ⋅ ( − 1 ) 0 ⋅ ( − 1 ) 1 ⋅ ( − 1 ) + 0 ⋅ 1 + 1 ⋅ 0 + 1 ⋅ 1 + 1 ⋅ 0 + 1 ⋅ 1 + 0 ⋅ 0 1 ⋅ 0 + 0 ⋅ ( − 1 ) + 1 ⋅ 1 0 ⋅ 0 + 1 ⋅ ( − 1 ) + 1 ⋅ 1 1 ⋅ 0 + 1 ⋅ ( − 1 ) + 0 ⋅ 1 ⎠ ⎞ = ⎝ ⎛ 0 − 1 1 − 1 1 0 1 0 − 1 ⎠ ⎞
Hence
A T A − 1 = ( − 1 1 − 1 1 − 1 − 1 − 1 − 1 1 ) ( 0 − 1 1 − 1 1 0 1 0 − 1 ) = − 1 2 ( 0 ⋅ ( − 1 ) − 1 ⋅ 1 + 1 ⋅ ( − 1 ) 0 ⋅ 1 − 1 ⋅ ( − 1 ) + 1 ⋅ ( − 1 ) 0 ⋅ ( − 1 ) − 1 ⋅ ( − 1 ) + 1 ⋅ 1 − 1 ⋅ ( − 1 ) + 1 ⋅ 1 + 0 ⋅ ( − 1 ) − 1 ⋅ 1 + 1 ⋅ ( − 1 ) + 0 ⋅ ( − 1 ) − 1 ⋅ ( − 1 ) + 1 ⋅ ( − 1 ) + 0 ⋅ 1 1 ⋅ ( − 1 ) + 0 ⋅ 1 − 1 ⋅ ( − 1 ) 1 ⋅ 1 + 0 ⋅ ( − 1 ) − 1 ⋅ ( − 1 ) 1 ⋅ ( − 1 ) + 0 ⋅ ( − 1 ) − 1 ⋅ 1 ) = − 1 2 ( − 2 0 2 2 − 2 0 0 2 − 2 ) = ( 1 0 − 1 − 1 1 0 0 − 1 1 ) \begin{array}{l}
ATA^{-1} = \left( \begin{array}{ccc} -1 & 1 & -1 \\ 1 & -1 & -1 \\ -1 & -1 & 1 \end{array} \right) \left( \begin{array}{ccc} 0 & -1 & 1 \\ -1 & 1 & 0 \\ 1 & 0 & -1 \end{array} \right) \\
= -\frac{1}{2} \left( \begin{array}{cccc} 0 \cdot (-1) - 1 \cdot 1 + 1 \cdot (-1) & 0 \cdot 1 - 1 \cdot (-1) + 1 \cdot (-1) & 0 \cdot (-1) - 1 \cdot (-1) + 1 \cdot 1 \\ -1 \cdot (-1) + 1 \cdot 1 + 0 \cdot (-1) & -1 \cdot 1 + 1 \cdot (-1) + 0 \cdot (-1) & -1 \cdot (-1) + 1 \cdot (-1) + 0 \cdot 1 \\ 1 \cdot (-1) + 0 \cdot 1 - 1 \cdot (-1) & 1 \cdot 1 + 0 \cdot (-1) - 1 \cdot (-1) & 1 \cdot (-1) + 0 \cdot (-1) - 1 \cdot 1 \end{array} \right) \\
= -\frac{1}{2} \left( \begin{array}{ccc} -2 & 0 & 2 \\ 2 & -2 & 0 \\ 0 & 2 & -2 \end{array} \right) = \left( \begin{array}{ccc} 1 & 0 & -1 \\ -1 & 1 & 0 \\ 0 & -1 & 1 \end{array} \right)
\end{array} A T A − 1 = ⎝ ⎛ − 1 1 − 1 1 − 1 − 1 − 1 − 1 1 ⎠ ⎞ ⎝ ⎛ 0 − 1 1 − 1 1 0 1 0 − 1 ⎠ ⎞ = − 2 1 ⎝ ⎛ 0 ⋅ ( − 1 ) − 1 ⋅ 1 + 1 ⋅ ( − 1 ) − 1 ⋅ ( − 1 ) + 1 ⋅ 1 + 0 ⋅ ( − 1 ) 1 ⋅ ( − 1 ) + 0 ⋅ 1 − 1 ⋅ ( − 1 ) 0 ⋅ 1 − 1 ⋅ ( − 1 ) + 1 ⋅ ( − 1 ) − 1 ⋅ 1 + 1 ⋅ ( − 1 ) + 0 ⋅ ( − 1 ) 1 ⋅ 1 + 0 ⋅ ( − 1 ) − 1 ⋅ ( − 1 ) 0 ⋅ ( − 1 ) − 1 ⋅ ( − 1 ) + 1 ⋅ 1 − 1 ⋅ ( − 1 ) + 1 ⋅ ( − 1 ) + 0 ⋅ 1 1 ⋅ ( − 1 ) + 0 ⋅ ( − 1 ) − 1 ⋅ 1 ⎠ ⎞ = − 2 1 ⎝ ⎛ − 2 2 0 0 − 2 2 2 0 − 2 ⎠ ⎞ = ⎝ ⎛ 1 − 1 0 0 1 − 1 − 1 0 1 ⎠ ⎞
Compute the determinant of T T T :
∣ T ∣ = ∣ 1 0 1 0 1 1 1 1 0 ∣ = 1 ⋅ 1 ⋅ 0 + 0 ⋅ 1 ⋅ 1 + 1 ⋅ 0 ⋅ 1 − 1 ⋅ 1 ⋅ 1 − 1 ⋅ 1 ⋅ 1 − 0 ⋅ 0 ⋅ 0 = 0. |T| = \left| \begin{array}{ccc} 1 & 0 & 1 \\ 0 & 1 & 1 \\ 1 & 1 & 0 \end{array} \right| = 1 \cdot 1 \cdot 0 + 0 \cdot 1 \cdot 1 + 1 \cdot 0 \cdot 1 - 1 \cdot 1 \cdot 1 - 1 \cdot 1 \cdot 1 - 0 \cdot 0 \cdot 0 = 0. ∣ T ∣ = ∣ ∣ 1 0 1 0 1 1 1 1 0 ∣ ∣ = 1 ⋅ 1 ⋅ 0 + 0 ⋅ 1 ⋅ 1 + 1 ⋅ 0 ⋅ 1 − 1 ⋅ 1 ⋅ 1 − 1 ⋅ 1 ⋅ 1 − 0 ⋅ 0 ⋅ 0 = 0.
It zero, so the transformation T T T is not invertible.
**Answer.** T T T is not invertible, so its inverse does not exist.
The matrix of T T T in the basis ( v 1 , v 2 , v 3 ) (v_{1}, v_{2}, v_{3}) ( v 1 , v 2 , v 3 ) is
( 1 0 − 1 − 1 1 0 0 − 1 1 ) \left( \begin{array}{ccc} 1 & 0 & -1 \\ -1 & 1 & 0 \\ 0 & -1 & 1 \end{array} \right) ⎝ ⎛ 1 − 1 0 0 1 − 1 − 1 0 1 ⎠ ⎞
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