Questions: Find a basis for the row space and the rank of the matrix. [ [-3 1 2 10 6 5 -7 5 8] ]

Find a basis for the row space and the rank of the matrix.
[
[-3  1  2 
10  6  5 
-7  5  8]
]
Transcript text: Find a basis for the row space and the rank of the matrix. \[ \left[\begin{array}{ccc} -3 & 1 & 2 \\ 10 & 6 & 5 \\ -7 & 5 & 8 \end{array}\right] \]
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Solution

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Solution Steps

To find a basis for the row space of a matrix, we need to perform row reduction to bring the matrix to its row echelon form (REF) or reduced row echelon form (RREF). The non-zero rows of the resulting matrix will form a basis for the row space. The rank of the matrix is the number of non-zero rows in its REF or RREF.

Step 1: Row Reduction

We start with the matrix

\[ A = \begin{bmatrix} -3 & 1 & 2 \\ 10 & 6 & 5 \\ -7 & 5 & 8 \end{bmatrix} \]

and perform row reduction to obtain its reduced row echelon form (RREF).

Step 2: Identify Non-Zero Rows

After row reduction, we find the non-zero rows of the RREF matrix to form a basis for the row space. The non-zero rows are:

\[ \begin{bmatrix} 12.5698 & 1.7502 & -0.9547 \\ 0 & -7.6770 & -9.5963 \end{bmatrix} \]

Step 3: Determine the Rank

The rank of the matrix is determined by the number of non-zero rows in the RREF. In this case, there are 2 non-zero rows, so the rank is

\[ \text{rank}(A) = 2 \]

Final Answer

The basis for the row space is

\[ \boxed{\left\{ \begin{bmatrix} 12.5698 \\ 1.7502 \\ -0.9547 \end{bmatrix}, \begin{bmatrix} 0 \\ -7.6770 \\ -9.5963 \end{bmatrix} \right\}} \]

and the rank of the matrix is

\[ \boxed{2} \]

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