Linear Algebra Examples

2 x + 5 y = - 4

$2 x + 5 y = - 4$ ,

3 x - y = 11

$3 x - y = 11$

Step 1

Find the

A X = B

$A X = B$ from the system of equations.

[\begin{matrix} 2 & 5 3 & - 1 \end{matrix}] \cdot [\begin{matrix} x y \end{matrix}] = [\begin{matrix} - 4 11 \end{matrix}]

$[\begin{array}{c} 2 & 5 \\ 3 & - 1 \end{array}] \cdot [\begin{array}{c} x \\ y \end{array}] = [\begin{array}{c} - 4 \\ 11 \end{array}]$

Step 2

Find the inverse of the coefficient matrix.

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Step 2.1

The inverse of a

2 \times 2

$2 \times 2$ matrix can be found using the formula

\frac{1}{a d - b c} [\begin{matrix} d & - b - c & a \end{matrix}]

$\frac{1}{a d - b c} [\begin{array}{c} d & - b \\ - c & a \end{array}]$ where

a d - b c

$a d - b c$ is the determinant.

Step 2.2

Find the determinant.

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Step 2.2.1

The determinant of a

2 \times 2

$2 \times 2$ matrix can be found using the formula

∣ ∣ ∣ \begin{matrix} a & b c & d \end{matrix} ∣ ∣ ∣ = a d - c b

$| \begin{array}{c} a & b \\ c & d \end{array} | = a d - c b$ .

2 \cdot - 1 - 3 \cdot 5

$2 \cdot - 1 - 3 \cdot 5$

Step 2.2.2

Simplify the determinant.

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Step 2.2.2.1

Simplify each term.

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Step 2.2.2.1.1

Multiply

2

$2$ by

- 1

$- 1$ .

- 2 - 3 \cdot 5

$- 2 - 3 \cdot 5$

Step 2.2.2.1.2

Multiply

- 3

$- 3$ by

5

$5$ .

- 2 - 15

$- 2 - 15$

- 2 - 15

$- 2 - 15$

Step 2.2.2.2

Subtract

15

$15$ from

- 2

$- 2$ .

- 17

$- 17$

- 17

$- 17$

- 17

$- 17$

Step 2.3

Since the determinant is non-zero, the inverse exists.

Step 2.4

Substitute the known values into the formula for the inverse.

\frac{1}{- 17} [\begin{matrix} - 1 & - 5 - 3 & 2 \end{matrix}]

$\frac{1}{- 17} [\begin{array}{c} - 1 & - 5 \\ - 3 & 2 \end{array}]$

Step 2.5

Move the negative in front of the fraction.

- \frac{1}{17} [\begin{matrix} - 1 & - 5 - 3 & 2 \end{matrix}]

$- \frac{1}{17} [\begin{array}{c} - 1 & - 5 \\ - 3 & 2 \end{array}]$

Step 2.6

Multiply

- \frac{1}{17}

$- \frac{1}{17}$ by each element of the matrix.

[\begin{matrix} - \frac{1}{17} \cdot - 1 & - \frac{1}{17} \cdot - 5 - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{matrix}]

$[\begin{array}{c} - \frac{1}{17} \cdot - 1 & - \frac{1}{17} \cdot - 5 \\ - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{array}]$

Step 2.7

Simplify each element in the matrix.

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Step 2.7.1

Multiply

- \frac{1}{17} \cdot - 1

$- \frac{1}{17} \cdot - 1$ .

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Step 2.7.1.1

Multiply

- 1

$- 1$ by

- 1

$- 1$ .

⎡ ⎢ ⎣ \begin{matrix} 1 (\frac{1}{17}) & - \frac{1}{17} \cdot - 5 - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{matrix} ⎤ ⎥ ⎦

$[\begin{array}{c} 1 (\frac{1}{17}) & - \frac{1}{17} \cdot - 5 \\ - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{array}]$

Step 2.7.1.2

Multiply

\frac{1}{17}

$\frac{1}{17}$ by

1

$1$ .

[\begin{matrix} \frac{1}{17} & - \frac{1}{17} \cdot - 5 - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{matrix}]

$[\begin{array}{c} \frac{1}{17} & - \frac{1}{17} \cdot - 5 \\ - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{array}]$

[\begin{matrix} \frac{1}{17} & - \frac{1}{17} \cdot - 5 - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{matrix}]

$[\begin{array}{c} \frac{1}{17} & - \frac{1}{17} \cdot - 5 \\ - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{array}]$

Step 2.7.2

Multiply

- \frac{1}{17} \cdot - 5

$- \frac{1}{17} \cdot - 5$ .

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Step 2.7.2.1

Multiply

- 5

$- 5$ by

- 1

$- 1$ .

⎡ ⎢ ⎣ \begin{matrix} \frac{1}{17} & 5 (\frac{1}{17}) - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{matrix} ⎤ ⎥ ⎦

$[\begin{array}{c} \frac{1}{17} & 5 (\frac{1}{17}) \\ - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{array}]$

Step 2.7.2.2

Combine

5

$5$ and

\frac{1}{17}

$\frac{1}{17}$ .

[\begin{matrix} \frac{1}{17} & \frac{5}{17} - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{matrix}]

$[\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{array}]$

[\begin{matrix} \frac{1}{17} & \frac{5}{17} - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{matrix}]

$[\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ - \frac{1}{17} \cdot - 3 & - \frac{1}{17} \cdot 2 \end{array}]$

Step 2.7.3

Multiply

- \frac{1}{17} \cdot - 3

$- \frac{1}{17} \cdot - 3$ .

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Step 2.7.3.1

Multiply

- 3

$- 3$ by

- 1

$- 1$ .

⎡ ⎢ ⎣ \begin{matrix} \frac{1}{17} & \frac{5}{17} 3 (\frac{1}{17}) & - \frac{1}{17} \cdot 2 \end{matrix} ⎤ ⎥ ⎦

$[\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ 3 (\frac{1}{17}) & - \frac{1}{17} \cdot 2 \end{array}]$

Step 2.7.3.2

Combine

3

$3$ and

\frac{1}{17}

$\frac{1}{17}$ .

[\begin{matrix} \frac{1}{17} & \frac{5}{17} \frac{3}{17} & - \frac{1}{17} \cdot 2 \end{matrix}]

$[\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ \frac{3}{17} & - \frac{1}{17} \cdot 2 \end{array}]$

[\begin{matrix} \frac{1}{17} & \frac{5}{17} \frac{3}{17} & - \frac{1}{17} \cdot 2 \end{matrix}]

$[\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ \frac{3}{17} & - \frac{1}{17} \cdot 2 \end{array}]$

Step 2.7.4

Multiply

- \frac{1}{17} \cdot 2

$- \frac{1}{17} \cdot 2$ .

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Step 2.7.4.1

Multiply

2

$2$ by

- 1

$- 1$ .

⎡ ⎢ ⎣ \begin{matrix} \frac{1}{17} & \frac{5}{17} \frac{3}{17} & - 2 (\frac{1}{17}) \end{matrix} ⎤ ⎥ ⎦

$[\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ \frac{3}{17} & - 2 (\frac{1}{17}) \end{array}]$

Step 2.7.4.2

Combine

- 2

$- 2$ and

\frac{1}{17}

$\frac{1}{17}$ .

[\begin{matrix} \frac{1}{17} & \frac{5}{17} \frac{3}{17} & \frac{- 2}{17} \end{matrix}]

$[\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ \frac{3}{17} & \frac{- 2}{17} \end{array}]$

[\begin{matrix} \frac{1}{17} & \frac{5}{17} \frac{3}{17} & \frac{- 2}{17} \end{matrix}]

$[\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ \frac{3}{17} & \frac{- 2}{17} \end{array}]$

Step 2.7.5

Move the negative in front of the fraction.

[\begin{matrix} \frac{1}{17} & \frac{5}{17} \frac{3}{17} & - \frac{2}{17} \end{matrix}]

$[\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ \frac{3}{17} & - \frac{2}{17} \end{array}]$

[\begin{matrix} \frac{1}{17} & \frac{5}{17} \frac{3}{17} & - \frac{2}{17} \end{matrix}]

$[\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ \frac{3}{17} & - \frac{2}{17} \end{array}]$

[\begin{matrix} \frac{1}{17} & \frac{5}{17} \frac{3}{17} & - \frac{2}{17} \end{matrix}]

$[\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ \frac{3}{17} & - \frac{2}{17} \end{array}]$

Step 3

Left multiply both sides of the matrix equation by the inverse matrix.

([\begin{matrix} \frac{1}{17} & \frac{5}{17} \frac{3}{17} & - \frac{2}{17} \end{matrix}] \cdot [\begin{matrix} 2 & 5 3 & - 1 \end{matrix}]) \cdot [\begin{matrix} x y \end{matrix}] = [\begin{matrix} \frac{1}{17} & \frac{5}{17} \frac{3}{17} & - \frac{2}{17} \end{matrix}] \cdot [\begin{matrix} - 4 11 \end{matrix}]

$([\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ \frac{3}{17} & - \frac{2}{17} \end{array}] \cdot [\begin{array}{c} 2 & 5 \\ 3 & - 1 \end{array}]) \cdot [\begin{array}{c} x \\ y \end{array}] = [\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ \frac{3}{17} & - \frac{2}{17} \end{array}] \cdot [\begin{array}{c} - 4 \\ 11 \end{array}]$

Step 4

Any matrix multiplied by its inverse is equal to

1

$1$ all the time.

A \cdot A^{- 1} = 1

$A \cdot A^{- 1} = 1$ .

[\begin{matrix} x y \end{matrix}] = [\begin{matrix} \frac{1}{17} & \frac{5}{17} \frac{3}{17} & - \frac{2}{17} \end{matrix}] \cdot [\begin{matrix} - 4 11 \end{matrix}]

$[\begin{array}{c} x \\ y \end{array}] = [\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ \frac{3}{17} & - \frac{2}{17} \end{array}] \cdot [\begin{array}{c} - 4 \\ 11 \end{array}]$

Step 5

Multiply

[\begin{matrix} \frac{1}{17} & \frac{5}{17} \frac{3}{17} & - \frac{2}{17} \end{matrix}] [\begin{matrix} - 4 11 \end{matrix}]

$[\begin{array}{c} \frac{1}{17} & \frac{5}{17} \\ \frac{3}{17} & - \frac{2}{17} \end{array}] [\begin{array}{c} - 4 \\ 11 \end{array}]$ .

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Step 5.1

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

2 \times 2

$2 \times 2$ and the second matrix is

2 \times 1

$2 \times 1$ .

Step 5.2

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

[\begin{matrix} \frac{1}{17} \cdot - 4 + \frac{5}{17} \cdot 11 \frac{3}{17} \cdot - 4 - \frac{2}{17} \cdot 11 \end{matrix}]

$[\begin{array}{c} \frac{1}{17} \cdot - 4 + \frac{5}{17} \cdot 11 \\ \frac{3}{17} \cdot - 4 - \frac{2}{17} \cdot 11 \end{array}]$

Step 5.3

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

[\begin{matrix} 3 - 2 \end{matrix}]

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

[\begin{matrix} 3 - 2 \end{matrix}]

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

Step 6

Simplify the left and right side.

[\begin{matrix} x y \end{matrix}] = [\begin{matrix} 3 - 2 \end{matrix}]

$[\begin{array}{c} x \\ y \end{array}] = [\begin{array}{c} 3 \\ - 2 \end{array}]$

Step 7

Find the solution.

x = 3

$x = 3$

y = - 2

$y = - 2$