Linear Algebra Examples

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 2 - 1 412 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 2 \\ - 1 \\ 4 \\ 1 \\ 2 \end{array}]$ ,

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 12 - 1 52 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

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

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 21 - 3 61 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 2 \\ 1 \\ - 3 \\ 6 \\ 1 \end{array}]$

Step 1

To determine if the columns in the matrix are linearly dependent, determine if the equation

A x = 0

$A x = 0$ has any non-trivial solutions.

Step 2

Write as an augmented matrix for

A x = 0

$A x = 0$ .

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 2 & 1 & 2 & 0 - 1 & 2 & 1 & 0 4 & - 1 & - 3 & 0 1 & 5 & 6 & 0 2 & 2 & 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 2 & 1 & 2 & 0 \\ - 1 & 2 & 1 & 0 \\ 4 & - 1 & - 3 & 0 \\ 1 & 5 & 6 & 0 \\ 2 & 2 & 1 & 0 \end{array}]$

Step 3

Find the reduced row echelon form.

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Step 3.1

Multiply each element of

R_{1}

$R_{1}$ by

\frac{1}{2}

$\frac{1}{2}$ to make the entry at

1, 1

$1, 1$ a

1

$1$ .

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Step 3.1.1

Multiply each element of

R_{1}

$R_{1}$ by

\frac{1}{2}

$\frac{1}{2}$ to make the entry at

1, 1

$1, 1$ a

1

$1$ .

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} \frac{2}{2} & \frac{1}{2} & \frac{2}{2} & \frac{0}{2} - 1 & 2 & 1 & 0 4 & - 1 & - 3 & 0 1 & 5 & 6 & 0 2 & 2 & 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} \frac{2}{2} & \frac{1}{2} & \frac{2}{2} & \frac{0}{2} \\ - 1 & 2 & 1 & 0 \\ 4 & - 1 & - 3 & 0 \\ 1 & 5 & 6 & 0 \\ 2 & 2 & 1 & 0 \end{array}]$

Step 3.1.2

Simplify

R_{1}

$R_{1}$ .

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 - 1 & 2 & 1 & 0 4 & - 1 & - 3 & 0 1 & 5 & 6 & 0 2 & 2 & 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ - 1 & 2 & 1 & 0 \\ 4 & - 1 & - 3 & 0 \\ 1 & 5 & 6 & 0 \\ 2 & 2 & 1 & 0 \end{array}]$

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 - 1 & 2 & 1 & 0 4 & - 1 & - 3 & 0 1 & 5 & 6 & 0 2 & 2 & 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ - 1 & 2 & 1 & 0 \\ 4 & - 1 & - 3 & 0 \\ 1 & 5 & 6 & 0 \\ 2 & 2 & 1 & 0 \end{array}]$

Step 3.2

Perform the row operation

R_{2} = R_{2} + R_{1}

$R_{2} = R_{2} + R_{1}$ to make the entry at

2, 1

$2, 1$ a

0

$0$ .

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Step 3.2.1

Perform the row operation

R_{2} = R_{2} + R_{1}

$R_{2} = R_{2} + R_{1}$ to make the entry at

2, 1

$2, 1$ a

0

$0$ .

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 - 1 + 1 \cdot 1 & 2 + \frac{1}{2} & 1 + 1 \cdot 1 & 0 + 0 4 & - 1 & - 3 & 0 1 & 5 & 6 & 0 2 & 2 & 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ - 1 + 1 \cdot 1 & 2 + \frac{1}{2} & 1 + 1 \cdot 1 & 0 + 0 \\ 4 & - 1 & - 3 & 0 \\ 1 & 5 & 6 & 0 \\ 2 & 2 & 1 & 0 \end{array}]$

Step 3.2.2

Simplify

R_{2}

$R_{2}$ .

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 0 & \frac{5}{2} & 2 & 0 4 & - 1 & - 3 & 0 1 & 5 & 6 & 0 2 & 2 & 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & \frac{5}{2} & 2 & 0 \\ 4 & - 1 & - 3 & 0 \\ 1 & 5 & 6 & 0 \\ 2 & 2 & 1 & 0 \end{array}]$

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 0 & \frac{5}{2} & 2 & 0 4 & - 1 & - 3 & 0 1 & 5 & 6 & 0 2 & 2 & 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & \frac{5}{2} & 2 & 0 \\ 4 & - 1 & - 3 & 0 \\ 1 & 5 & 6 & 0 \\ 2 & 2 & 1 & 0 \end{array}]$

Step 3.3

Perform the row operation

R_{3} = R_{3} - 4 R_{1}

$R_{3} = R_{3} - 4 R_{1}$ to make the entry at

3, 1

$3, 1$ a

0

$0$ .

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Step 3.3.1

Perform the row operation

R_{3} = R_{3} - 4 R_{1}

$R_{3} = R_{3} - 4 R_{1}$ to make the entry at

3, 1

$3, 1$ a

0

$0$ .

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 0 & \frac{5}{2} & 2 & 0 4 - 4 \cdot 1 & - 1 - 4 (\frac{1}{2}) & - 3 - 4 \cdot 1 & 0 - 4 \cdot 0 1 & 5 & 6 & 0 2 & 2 & 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & \frac{5}{2} & 2 & 0 \\ 4 - 4 \cdot 1 & - 1 - 4 (\frac{1}{2}) & - 3 - 4 \cdot 1 & 0 - 4 \cdot 0 \\ 1 & 5 & 6 & 0 \\ 2 & 2 & 1 & 0 \end{array}]$

Step 3.3.2

Simplify

R_{3}

$R_{3}$ .

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 0 & \frac{5}{2} & 2 & 0 0 & - 3 & - 7 & 0 1 & 5 & 6 & 0 2 & 2 & 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & \frac{5}{2} & 2 & 0 \\ 0 & - 3 & - 7 & 0 \\ 1 & 5 & 6 & 0 \\ 2 & 2 & 1 & 0 \end{array}]$

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 0 & \frac{5}{2} & 2 & 0 0 & - 3 & - 7 & 0 1 & 5 & 6 & 0 2 & 2 & 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & \frac{5}{2} & 2 & 0 \\ 0 & - 3 & - 7 & 0 \\ 1 & 5 & 6 & 0 \\ 2 & 2 & 1 & 0 \end{array}]$

Step 3.4

Perform the row operation

R_{4} = R_{4} - R_{1}

$R_{4} = R_{4} - R_{1}$ to make the entry at

4, 1

$4, 1$ a

0

$0$ .

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Step 3.4.1

Perform the row operation

R_{4} = R_{4} - R_{1}

$R_{4} = R_{4} - R_{1}$ to make the entry at

4, 1

$4, 1$ a

0

$0$ .

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 0 & \frac{5}{2} & 2 & 0 0 & - 3 & - 7 & 0 1 - 1 & 5 - \frac{1}{2} & 6 - 1 & 0 - 0 2 & 2 & 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & \frac{5}{2} & 2 & 0 \\ 0 & - 3 & - 7 & 0 \\ 1 - 1 & 5 - \frac{1}{2} & 6 - 1 & 0 - 0 \\ 2 & 2 & 1 & 0 \end{array}]$

Step 3.4.2

Simplify

R_{4}

$R_{4}$ .

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 0 & \frac{5}{2} & 2 & 0 0 & - 3 & - 7 & 0 0 & \frac{9}{2} & 5 & 0 2 & 2 & 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & \frac{5}{2} & 2 & 0 \\ 0 & - 3 & - 7 & 0 \\ 0 & \frac{9}{2} & 5 & 0 \\ 2 & 2 & 1 & 0 \end{array}]$

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 0 & \frac{5}{2} & 2 & 0 0 & - 3 & - 7 & 0 0 & \frac{9}{2} & 5 & 0 2 & 2 & 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & \frac{5}{2} & 2 & 0 \\ 0 & - 3 & - 7 & 0 \\ 0 & \frac{9}{2} & 5 & 0 \\ 2 & 2 & 1 & 0 \end{array}]$

Step 3.5

Perform the row operation

R_{5} = R_{5} - 2 R_{1}

$R_{5} = R_{5} - 2 R_{1}$ to make the entry at

5, 1

$5, 1$ a

0

$0$ .

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Step 3.5.1

Perform the row operation

R_{5} = R_{5} - 2 R_{1}

$R_{5} = R_{5} - 2 R_{1}$ to make the entry at

5, 1

$5, 1$ a

0

$0$ .

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 0 & \frac{5}{2} & 2 & 0 0 & - 3 & - 7 & 0 0 & \frac{9}{2} & 5 & 0 2 - 2 \cdot 1 & 2 - 2 (\frac{1}{2}) & 1 - 2 \cdot 1 & 0 - 2 \cdot 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & \frac{5}{2} & 2 & 0 \\ 0 & - 3 & - 7 & 0 \\ 0 & \frac{9}{2} & 5 & 0 \\ 2 - 2 \cdot 1 & 2 - 2 (\frac{1}{2}) & 1 - 2 \cdot 1 & 0 - 2 \cdot 0 \end{array}]$

Step 3.5.2

Simplify

R_{5}

$R_{5}$ .

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 0 & \frac{5}{2} & 2 & 0 0 & - 3 & - 7 & 0 0 & \frac{9}{2} & 5 & 0 0 & 1 & - 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & \frac{5}{2} & 2 & 0 \\ 0 & - 3 & - 7 & 0 \\ 0 & \frac{9}{2} & 5 & 0 \\ 0 & 1 & - 1 & 0 \end{array}]$

⎡ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎢ ⎣ \begin{matrix} 1 & \frac{1}{2} & 1 & 0 0 & \frac{5}{2} & 2 & 0 0 & - 3 & - 7 & 0 0 & \frac{9}{2} & 5 & 0 0 & 1 & - 1 & 0 \end{matrix} ⎤ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎥ ⎦

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & \frac{5}{2} & 2 & 0 \\ 0 & - 3 & - 7 & 0 \\ 0 & \frac{9}{2} & 5 & 0 \\ 0 & 1 & - 1 & 0 \end{array}]$

Step 3.6

Multiply each element of

$R_{2}$ by

$\frac{2}{5}$ to make the entry at

$2, 2$ a

$1$ .

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Step 3.6.1

Multiply each element of

$R_{2}$ by

$\frac{2}{5}$ to make the entry at

$2, 2$ a

$1$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ \frac{2}{5} \cdot 0 & \frac{2}{5} \cdot \frac{5}{2} & \frac{2}{5} \cdot 2 & \frac{2}{5} \cdot 0 \\ 0 & - 3 & - 7 & 0 \\ 0 & \frac{9}{2} & 5 & 0 \\ 0 & 1 & - 1 & 0 \end{array}]$

Step 3.6.2

Simplify

$R_{2}$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & \frac{4}{5} & 0 \\ 0 & - 3 & - 7 & 0 \\ 0 & \frac{9}{2} & 5 & 0 \\ 0 & 1 & - 1 & 0 \end{array}]$

Step 3.7

Perform the row operation

$R_{3} = R_{3} + 3 R_{2}$ to make the entry at

$3, 2$ a

$0$ .

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Step 3.7.1

Perform the row operation

$R_{3} = R_{3} + 3 R_{2}$ to make the entry at

$3, 2$ a

$0$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & \frac{4}{5} & 0 \\ 0 + 3 \cdot 0 & - 3 + 3 \cdot 1 & - 7 + 3 (\frac{4}{5}) & 0 + 3 \cdot 0 \\ 0 & \frac{9}{2} & 5 & 0 \\ 0 & 1 & - 1 & 0 \end{array}]$

Step 3.7.2

Simplify

$R_{3}$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & \frac{4}{5} & 0 \\ 0 & 0 & - \frac{23}{5} & 0 \\ 0 & \frac{9}{2} & 5 & 0 \\ 0 & 1 & - 1 & 0 \end{array}]$

Step 3.8

Perform the row operation

$R_{4} = R_{4} - \frac{9}{2} R_{2}$ to make the entry at

$4, 2$ a

$0$ .

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Step 3.8.1

Perform the row operation

$R_{4} = R_{4} - \frac{9}{2} R_{2}$ to make the entry at

$4, 2$ a

$0$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & \frac{4}{5} & 0 \\ 0 & 0 & - \frac{23}{5} & 0 \\ 0 - \frac{9}{2} \cdot 0 & \frac{9}{2} - \frac{9}{2} \cdot 1 & 5 - \frac{9}{2} \cdot \frac{4}{5} & 0 - \frac{9}{2} \cdot 0 \\ 0 & 1 & - 1 & 0 \end{array}]$

Step 3.8.2

Simplify

$R_{4}$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & \frac{4}{5} & 0 \\ 0 & 0 & - \frac{23}{5} & 0 \\ 0 & 0 & \frac{7}{5} & 0 \\ 0 & 1 & - 1 & 0 \end{array}]$

Step 3.9

Perform the row operation

$R_{5} = R_{5} - R_{2}$ to make the entry at

$5, 2$ a

$0$ .

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Step 3.9.1

Perform the row operation

$R_{5} = R_{5} - R_{2}$ to make the entry at

$5, 2$ a

$0$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & \frac{4}{5} & 0 \\ 0 & 0 & - \frac{23}{5} & 0 \\ 0 & 0 & \frac{7}{5} & 0 \\ 0 - 0 & 1 - 1 & - 1 - \frac{4}{5} & 0 - 0 \end{array}]$

Step 3.9.2

Simplify

$R_{5}$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & \frac{4}{5} & 0 \\ 0 & 0 & - \frac{23}{5} & 0 \\ 0 & 0 & \frac{7}{5} & 0 \\ 0 & 0 & - \frac{9}{5} & 0 \end{array}]$

Step 3.10

Multiply each element of

$R_{3}$ by

$- \frac{5}{23}$ to make the entry at

$3, 3$ a

$1$ .

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Step 3.10.1

Multiply each element of

$R_{3}$ by

$- \frac{5}{23}$ to make the entry at

$3, 3$ a

$1$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & \frac{4}{5} & 0 \\ - \frac{5}{23} \cdot 0 & - \frac{5}{23} \cdot 0 & - \frac{5}{23} (- \frac{23}{5}) & - \frac{5}{23} \cdot 0 \\ 0 & 0 & \frac{7}{5} & 0 \\ 0 & 0 & - \frac{9}{5} & 0 \end{array}]$

Step 3.10.2

Simplify

$R_{3}$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & \frac{4}{5} & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & \frac{7}{5} & 0 \\ 0 & 0 & - \frac{9}{5} & 0 \end{array}]$

Step 3.11

Perform the row operation

$R_{4} = R_{4} - \frac{7}{5} R_{3}$ to make the entry at

$4, 3$ a

$0$ .

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Step 3.11.1

Perform the row operation

$R_{4} = R_{4} - \frac{7}{5} R_{3}$ to make the entry at

$4, 3$ a

$0$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & \frac{4}{5} & 0 \\ 0 & 0 & 1 & 0 \\ 0 - \frac{7}{5} \cdot 0 & 0 - \frac{7}{5} \cdot 0 & \frac{7}{5} - \frac{7}{5} \cdot 1 & 0 - \frac{7}{5} \cdot 0 \\ 0 & 0 & - \frac{9}{5} & 0 \end{array}]$

Step 3.11.2

Simplify

$R_{4}$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & \frac{4}{5} & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 0 \\ 0 & 0 & - \frac{9}{5} & 0 \end{array}]$

Step 3.12

Perform the row operation

$R_{5} = R_{5} + \frac{9}{5} R_{3}$ to make the entry at

$5, 3$ a

$0$ .

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Step 3.12.1

Perform the row operation

$R_{5} = R_{5} + \frac{9}{5} R_{3}$ to make the entry at

$5, 3$ a

$0$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & \frac{4}{5} & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 0 \\ 0 + \frac{9}{5} \cdot 0 & 0 + \frac{9}{5} \cdot 0 & - \frac{9}{5} + \frac{9}{5} \cdot 1 & 0 + \frac{9}{5} \cdot 0 \end{array}]$

Step 3.12.2

Simplify

$R_{5}$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & \frac{4}{5} & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 0 \\ 0 & 0 & 0 & 0 \end{array}]$

Step 3.13

Perform the row operation

$R_{2} = R_{2} - \frac{4}{5} R_{3}$ to make the entry at

$2, 3$ a

$0$ .

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Step 3.13.1

Perform the row operation

$R_{2} = R_{2} - \frac{4}{5} R_{3}$ to make the entry at

$2, 3$ a

$0$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 - \frac{4}{5} \cdot 0 & 1 - \frac{4}{5} \cdot 0 & \frac{4}{5} - \frac{4}{5} \cdot 1 & 0 - \frac{4}{5} \cdot 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 0 \\ 0 & 0 & 0 & 0 \end{array}]$

Step 3.13.2

Simplify

$R_{2}$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 1 & 0 \\ 0 & 1 & 0 & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 0 \\ 0 & 0 & 0 & 0 \end{array}]$

Step 3.14

Perform the row operation

$R_{1} = R_{1} - R_{3}$ to make the entry at

$1, 3$ a

$0$ .

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Step 3.14.1

Perform the row operation

$R_{1} = R_{1} - R_{3}$ to make the entry at

$1, 3$ a

$0$ .

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

Step 3.14.2

Simplify

$R_{1}$ .

$[\begin{array}{c} 1 & \frac{1}{2} & 0 & 0 \\ 0 & 1 & 0 & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 0 \\ 0 & 0 & 0 & 0 \end{array}]$

Step 3.15

Perform the row operation

$R_{1} = R_{1} - \frac{1}{2} R_{2}$ to make the entry at

$1, 2$ a

$0$ .

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Step 3.15.1

Perform the row operation

$R_{1} = R_{1} - \frac{1}{2} R_{2}$ to make the entry at

$1, 2$ a

$0$ .

$[\begin{array}{c} 1 - \frac{1}{2} \cdot 0 & \frac{1}{2} - \frac{1}{2} \cdot 1 & 0 - \frac{1}{2} \cdot 0 & 0 - \frac{1}{2} \cdot 0 \\ 0 & 1 & 0 & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 0 \\ 0 & 0 & 0 & 0 \end{array}]$

Step 3.15.2

Simplify

$R_{1}$ .

$[\begin{array}{c} 1 & 0 & 0 & 0 \\ 0 & 1 & 0 & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 0 \\ 0 & 0 & 0 & 0 \end{array}]$

Step 4

Remove rows that are all zeros.

$[\begin{array}{c} 1 & 0 & 0 & 0 \\ 0 & 1 & 0 & 0 \\ 0 & 0 & 1 & 0 \end{array}]$

Step 5

Write the matrix as a system of linear equations.

$x = 0$

$y = 0$

$z = 0$

Step 6

Since the only solution to

$A x = 0$ is the trivial solution, the vectors are linearly independent.

Linearly Independent