Linear Algebra Examples

$[\begin{array}{c} 1 & 1 & 1 \\ 3 & 1 & - 3 \\ 1 & - 2 & - 5 \end{array}]$

Step 1

Write the matrix as a product of a lower triangular matrix and an upper triangular matrix.

$[\begin{array}{c} 1 & 0 & 0 \\ l_{21} & 1 & 0 \\ l_{31} & l_{32} & 1 \end{array}] [\begin{array}{c} u_{11} & u_{12} & u_{13} \\ 0 & u_{22} & u_{23} \\ 0 & 0 & u_{33} \end{array}] = [\begin{array}{c} 1 & 1 & 1 \\ 3 & 1 & - 3 \\ 1 & - 2 & - 5 \end{array}]$

Step 2

Multiply

$[\begin{array}{c} 1 & 0 & 0 \\ l_{21} & 1 & 0 \\ l_{31} & l_{32} & 1 \end{array}] [\begin{array}{c} u_{11} & u_{12} & u_{13} \\ 0 & u_{22} & u_{23} \\ 0 & 0 & u_{33} \end{array}]$ .

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Step 2.1

Two matrices can be multiplied if and only if the number of columns in the first matrix is equal to the number of rows in the second matrix. In this case, the first matrix is

$3 \times 3$ and the second matrix is

$3 \times 3$ .

Step 2.2

Multiply each row in the first matrix by each column in the second matrix.

$[\begin{array}{c} 1 u_{11} + 0 \cdot 0 + 0 \cdot 0 & 1 u_{12} + 0 u_{22} + 0 \cdot 0 & 1 u_{13} + 0 u_{23} + 0 u_{33} \\ l_{21} u_{11} + 1 \cdot 0 + 0 \cdot 0 & l_{21} u_{12} + 1 u_{22} + 0 \cdot 0 & l_{21} u_{13} + 1 u_{23} + 0 u_{33} \\ l_{31} u_{11} + l_{32} \cdot 0 + 1 \cdot 0 & l_{31} u_{12} + l_{32} u_{22} + 1 \cdot 0 & l_{31} u_{13} + l_{32} u_{23} + 1 u_{33} \end{array}] = [\begin{array}{c} 1 & 1 & 1 \\ 3 & 1 & - 3 \\ 1 & - 2 & - 5 \end{array}]$

Step 2.3

Simplify each element of the matrix by multiplying out all the expressions.

$[\begin{array}{c} u_{11} & u_{12} & u_{13} \\ l_{21} u_{11} & l_{21} u_{12} + u_{22} & l_{21} u_{13} + u_{23} \\ l_{31} u_{11} & l_{31} u_{12} + l_{32} u_{22} & l_{31} u_{13} + l_{32} u_{23} + u_{33} \end{array}] = [\begin{array}{c} 1 & 1 & 1 \\ 3 & 1 & - 3 \\ 1 & - 2 & - 5 \end{array}]$

Step 3

Solve.

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Step 3.1

Write as a linear system of equations.

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{11} = 3$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$l_{31} u_{11} = 1$

$l_{31} u_{12} + l_{32} u_{22} = - 2$

$l_{31} u_{13} + l_{32} u_{23} + u_{33} = - 5$

Step 3.2

Solve the system of equations.

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Step 3.2.1

Replace all occurrences of

$u_{11}$ with

$1$ in each equation.

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Step 3.2.1.1

Replace all occurrences of

$u_{11}$ in

$l_{21} u_{11} = 3$ with

$1$ .

$l_{21} \cdot 1 = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$l_{31} u_{11} = 1$

$l_{31} u_{12} + l_{32} u_{22} = - 2$

$l_{31} u_{13} + l_{32} u_{23} + u_{33} = - 5$

Step 3.2.1.2

Simplify the left side.

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Step 3.2.1.2.1

Multiply

$l_{21}$ by

$1$ .

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$l_{31} u_{11} = 1$

$l_{31} u_{12} + l_{32} u_{22} = - 2$

$l_{31} u_{13} + l_{32} u_{23} + u_{33} = - 5$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$l_{31} u_{11} = 1$

$l_{31} u_{12} + l_{32} u_{22} = - 2$

$l_{31} u_{13} + l_{32} u_{23} + u_{33} = - 5$

Step 3.2.1.3

Replace all occurrences of

$u_{11}$ in

$l_{31} u_{11} = 1$ with

$1$ .

$l_{31} \cdot 1 = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$l_{31} u_{12} + l_{32} u_{22} = - 2$

$l_{31} u_{13} + l_{32} u_{23} + u_{33} = - 5$

Step 3.2.1.4

Simplify the left side.

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Step 3.2.1.4.1

Multiply

$l_{31}$ by

$1$ .

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$l_{31} u_{12} + l_{32} u_{22} = - 2$

$l_{31} u_{13} + l_{32} u_{23} + u_{33} = - 5$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$l_{31} u_{12} + l_{32} u_{22} = - 2$

$l_{31} u_{13} + l_{32} u_{23} + u_{33} = - 5$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$l_{31} u_{12} + l_{32} u_{22} = - 2$

$l_{31} u_{13} + l_{32} u_{23} + u_{33} = - 5$

Step 3.2.2

Replace all occurrences of

$l_{31}$ with

$1$ in each equation.

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Step 3.2.2.1

Replace all occurrences of

$l_{31}$ in

$l_{31} u_{12} + l_{32} u_{22} = - 2$ with

$1$ .

$1 \cdot u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$l_{31} u_{13} + l_{32} u_{23} + u_{33} = - 5$

Step 3.2.2.2

Simplify the left side.

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Step 3.2.2.2.1

Multiply

$u_{12}$ by

$1$ .

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$l_{31} u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$l_{31} u_{13} + l_{32} u_{23} + u_{33} = - 5$

Step 3.2.2.3

Replace all occurrences of

$l_{31}$ in

$l_{31} u_{13} + l_{32} u_{23} + u_{33} = - 5$ with

$1$ .

$1 \cdot u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

Step 3.2.2.4

Simplify the left side.

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Step 3.2.2.4.1

Multiply

$u_{13}$ by

$1$ .

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{12} + u_{22} = 1$

$l_{21} u_{13} + u_{23} = - 3$

Step 3.2.3

Replace all occurrences of

$l_{21}$ with

$3$ in each equation.

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Step 3.2.3.1

Replace all occurrences of

$l_{21}$ in

$l_{21} u_{12} + u_{22} = 1$ with

$3$ .

$3 \cdot u_{12} + u_{22} = 1$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{13} + u_{23} = - 3$

Step 3.2.3.2

Simplify the left side.

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Step 3.2.3.2.1

Multiply

$3$ by

$u_{12}$ .

$3 u_{12} + u_{22} = 1$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{13} + u_{23} = - 3$

$3 u_{12} + u_{22} = 1$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{21} u_{13} + u_{23} = - 3$

Step 3.2.3.3

Replace all occurrences of

$l_{21}$ in

$l_{21} u_{13} + u_{23} = - 3$ with

$3$ .

$3 \cdot u_{13} + u_{23} = - 3$

$3 u_{12} + u_{22} = 1$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.3.4

Simplify the left side.

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Step 3.2.3.4.1

Multiply

$3$ by

$u_{13}$ .

$3 u_{13} + u_{23} = - 3$

$3 u_{12} + u_{22} = 1$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$3 u_{13} + u_{23} = - 3$

$3 u_{12} + u_{22} = 1$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$3 u_{13} + u_{23} = - 3$

$3 u_{12} + u_{22} = 1$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.4

Replace all occurrences of

$u_{12}$ with

$1$ in each equation.

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Step 3.2.4.1

Replace all occurrences of

$u_{12}$ in

$3 u_{12} + u_{22} = 1$ with

$1$ .

$3 (1) + u_{22} = 1$

$3 u_{13} + u_{23} = - 3$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.4.2

Simplify the left side.

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Step 3.2.4.2.1

Multiply

$3$ by

$1$ .

$3 + u_{22} = 1$

$3 u_{13} + u_{23} = - 3$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$3 + u_{22} = 1$

$3 u_{13} + u_{23} = - 3$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$u_{12} + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.4.3

Replace all occurrences of

$u_{12}$ in

$u_{12} + l_{32} u_{22} = - 2$ with

$1$ .

$1 + l_{32} u_{22} = - 2$

$3 + u_{22} = 1$

$3 u_{13} + u_{23} = - 3$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.4.4

Simplify the left side.

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Step 3.2.4.4.1

Remove parentheses.

$1 + l_{32} u_{22} = - 2$

$3 + u_{22} = 1$

$3 u_{13} + u_{23} = - 3$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$1 + l_{32} u_{22} = - 2$

$3 + u_{22} = 1$

$3 u_{13} + u_{23} = - 3$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$1 + l_{32} u_{22} = - 2$

$3 + u_{22} = 1$

$3 u_{13} + u_{23} = - 3$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.5

Replace all occurrences of

$u_{13}$ with

$1$ in each equation.

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Step 3.2.5.1

Move all terms not containing

$u_{22}$ to the right side of the equation.

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Step 3.2.5.1.1

Subtract

$3$ from both sides of the equation.

$u_{22} = 1 - 3$

$1 + l_{32} u_{22} = - 2$

$3 u_{13} + u_{23} = - 3$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.5.1.2

Subtract

$3$ from

$1$ .

$u_{22} = - 2$

$1 + l_{32} u_{22} = - 2$

$3 u_{13} + u_{23} = - 3$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$u_{22} = - 2$

$1 + l_{32} u_{22} = - 2$

$3 u_{13} + u_{23} = - 3$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.5.2

Replace all occurrences of

$u_{13}$ in

$3 u_{13} + u_{23} = - 3$ with

$1$ .

$3 (1) + u_{23} = - 3$

$u_{22} = - 2$

$1 + l_{32} u_{22} = - 2$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.5.3

Simplify the left side.

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Step 3.2.5.3.1

Multiply

$3$ by

$1$ .

$3 + u_{23} = - 3$

$u_{22} = - 2$

$1 + l_{32} u_{22} = - 2$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$3 + u_{23} = - 3$

$u_{22} = - 2$

$1 + l_{32} u_{22} = - 2$

$u_{13} + l_{32} u_{23} + u_{33} = - 5$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.5.4

Replace all occurrences of

$u_{13}$ in

$u_{13} + l_{32} u_{23} + u_{33} = - 5$ with

$1$ .

$1 + l_{32} u_{23} + u_{33} = - 5$

$3 + u_{23} = - 3$

$u_{22} = - 2$

$1 + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.5.5

Simplify the left side.

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Step 3.2.5.5.1

Remove parentheses.

$1 + l_{32} u_{23} + u_{33} = - 5$

$3 + u_{23} = - 3$

$u_{22} = - 2$

$1 + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$1 + l_{32} u_{23} + u_{33} = - 5$

$3 + u_{23} = - 3$

$u_{22} = - 2$

$1 + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$1 + l_{32} u_{23} + u_{33} = - 5$

$3 + u_{23} = - 3$

$u_{22} = - 2$

$1 + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.6

Replace all occurrences of

$u_{22}$ with

$- 2$ in each equation.

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Step 3.2.6.1

Move all terms not containing

$u_{23}$ to the right side of the equation.

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Step 3.2.6.1.1

Subtract

$3$ from both sides of the equation.

$u_{23} = - 3 - 3$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$1 + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.6.1.2

Subtract

$3$ from

$- 3$ .

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$1 + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$1 + l_{32} u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.6.2

Replace all occurrences of

$u_{22}$ in

$1 + l_{32} u_{22} = - 2$ with

$- 2$ .

$1 + l_{32} \cdot - 2 = - 2$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.6.3

Simplify the left side.

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Step 3.2.6.3.1

Move

$- 2$ to the left of

$l_{32}$ .

$1 - 2 l_{32} = - 2$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$1 - 2 l_{32} = - 2$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$1 - 2 l_{32} = - 2$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.7

Replace all occurrences of

$u_{23}$ with

$- 6$ in each equation.

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Step 3.2.7.1

Move all terms not containing

$l_{32}$ to the right side of the equation.

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Step 3.2.7.1.1

Subtract

$1$ from both sides of the equation.

$- 2 l_{32} = - 2 - 1$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.7.1.2

Subtract

$1$ from

$- 2$ .

$- 2 l_{32} = - 3$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$- 2 l_{32} = - 3$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.7.2

Divide each term in

$- 2 l_{32} = - 3$ by

$- 2$ and simplify.

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Step 3.2.7.2.1

Divide each term in

$- 2 l_{32} = - 3$ by

$- 2$ .

$\frac{- 2 l_{32}}{- 2} = \frac{- 3}{- 2}$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.7.2.2

Simplify the left side.

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Step 3.2.7.2.2.1

Cancel the common factor of

$- 2$ .

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Step 3.2.7.2.2.1.1

Cancel the common factor.

$\frac{- 2 l_{32}}{- 2} = \frac{- 3}{- 2}$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.7.2.2.1.2

Divide

$l_{32}$ by

$1$ .

$l_{32} = \frac{- 3}{- 2}$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{32} = \frac{- 3}{- 2}$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{32} = \frac{- 3}{- 2}$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.7.2.3

Simplify the right side.

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Step 3.2.7.2.3.1

Dividing two negative values results in a positive value.

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$1 + l_{32} u_{23} + u_{33} = - 5$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.7.3

Replace all occurrences of

$u_{23}$ in

$1 + l_{32} u_{23} + u_{33} = - 5$ with

$- 6$ .

$1 + l_{32} \cdot - 6 + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.7.4

Simplify the left side.

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Step 3.2.7.4.1

Move

$- 6$ to the left of

$l_{32}$ .

$1 - 6 l_{32} + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$1 - 6 l_{32} + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$1 - 6 l_{32} + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.8

Replace all occurrences of

$l_{32}$ with

$\frac{3}{2}$ in each equation.

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Step 3.2.8.1

Replace all occurrences of

$l_{32}$ in

$1 - 6 l_{32} + u_{33} = - 5$ with

$\frac{3}{2}$ .

$1 - 6 (\frac{3}{2}) + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.8.2

Simplify the left side.

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Step 3.2.8.2.1

Simplify

$1 - 6 (\frac{3}{2}) + u_{33}$ .

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Step 3.2.8.2.1.1

Simplify each term.

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Step 3.2.8.2.1.1.1

Cancel the common factor of

$2$ .

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Step 3.2.8.2.1.1.1.1

Factor

$2$ out of

$- 6$ .

$1 + 2 (- 3) (\frac{3}{2}) + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.8.2.1.1.1.2

Cancel the common factor.

$1 + 2 \cdot (- 3 (\frac{3}{2})) + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.8.2.1.1.1.3

Rewrite the expression.

$1 - 3 \cdot 3 + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$1 - 3 \cdot 3 + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.8.2.1.1.2

Multiply

$- 3$ by

$3$ .

$1 - 9 + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$1 - 9 + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.8.2.1.2

Subtract

$9$ from

$1$ .

$- 8 + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$- 8 + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$- 8 + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$- 8 + u_{33} = - 5$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.9

Move all terms not containing

$u_{33}$ to the right side of the equation.

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Step 3.2.9.1

Add

$8$ to both sides of the equation.

$u_{33} = - 5 + 8$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.9.2

Add

$- 5$ and

$8$ .

$u_{33} = 3$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

$u_{33} = 3$

$l_{32} = \frac{3}{2}$

$u_{23} = - 6$

$u_{22} = - 2$

$l_{31} = 1$

$l_{21} = 3$

$u_{11} = 1$

$u_{12} = 1$

$u_{13} = 1$

Step 3.2.10

Solve the system of equations.

$u_{33} = 3 l_{32} = \frac{3}{2} u_{23} = - 6 u_{22} = - 2 l_{31} = 1 l_{21} = 3 u_{11} = 1 u_{12} = 1 u_{13} = 1$

Step 3.2.11

List all of the solutions.

$u_{33} = 3, l_{32} = \frac{3}{2}, u_{23} = - 6, u_{22} = - 2, l_{31} = 1, l_{21} = 3, u_{11} = 1, u_{12} = 1, u_{13} = 1$

Step 4

Substitute in the solved values.

$[\begin{array}{c} 1 & 1 & 1 \\ 3 & 1 & - 3 \\ 1 & - 2 & - 5 \end{array}] = [\begin{array}{c} 1 & 0 & 0 \\ 3 & 1 & 0 \\ 1 & \frac{3}{2} & 1 \end{array}] [\begin{array}{c} 1 & 1 & 1 \\ 0 & - 2 & - 6 \\ 0 & 0 & 3 \end{array}]$

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