Question 24: Mark each statement True or False. Justify each answer.

a. Every matrix equation\(Ax = b\)corresponds to a vector equation with the same solution set.

b. Any linear combination of vectors can always be written in the form\(Ax\)for a suitable matrix A and vector\(x\).

c. The solution set of a linear system whose augmented matrix is\(\left[ {\begin{array}{*{20}{c}}{{a_1}}&{{a_2}}&{{a_3}}&b\end{array}} \right]\)is the same as the solution set of\(Ax = b\), if\(A = \left[ {\begin{array}{*{20}{c}}{{a_1}}&{{a_2}}&{{a_3}}\end{array}} \right]\).

d. If the equation\(Ax = b\)is inconsistent, then b is not in the set spanned by the columns of A.

e. If the augmented matrix\(\left[ {\begin{array}{*{20}{c}}A&b\end{array}} \right]\)has a pivot position in every row, then the equation\(Ax = b\)is inconsistent.

f. If A is an \(m \times n\) matrix whose columns do not span \({R^m}\), then the equation \(Ax = b\) is inconsistent for some \(b\) in \({R^m}\).

Short Answer

Expert verified

a. True

b. True

c. True

d. True

e.False

f.True

Step by step solution

01

(a)

If A is a \(m \times n\) matrix with columns \({a_1},{a_2},........,{a_n}\) and b is in \({R^m}\), the matrix equation \(Ax = b\) has the same solution set as the vector equation \({a_1}{x_1} + {a_2}{x_2} + {a_3}{x_3} + ........{a_n}{x_n} = b\), which in turn has the same solution set as the system of linear equations whose augmented matrix is \(\left[ {\begin{array}{*{20}{c}}{{a_1}}&{{a_2}}&{{a_3}}&{.......}&{{a_n}}&b\end{array}} \right]\).

Hence, the given statement is true.

02

(b)

For a suitable matrix A and vector \(x\), any linear combination of vectors can always be represented in the form \(Ax\).

For example, for the linear combination of \(2{v_1} - 3{v_2} + 6{v_3}\), the matrix times a vector can be written as:

\(2{v_1} - 3{v_2} + 6{v_3} = \left[ {\begin{array}{*{20}{c}}{{v_1}}&{{v_2}}&{{v_3}}\end{array}} \right]\left[ {\begin{array}{*{20}{c}}2\\{ - 3}\\6\end{array}} \right]\)

Hence, the given statement is true.

03

(c)

The matrix equation \(Ax = b\) has the same solution set as the vector equation, which in turn has the same solution set as the system of linear equations whose augmented matrix is \(\left[ {\begin{array}{*{20}{c}}{{a_1}}&{{a_2}}&{{a_3}}&{.......}&{{a_n}}&b\end{array}} \right]\), if A is a \(m \times n\) matrix with columns \({a_1},{a_2},........,{a_n}\) and b is in \({R^m}\).

Hence, the given statement is true.

04

(d)

We know that if \(b\) is not in the set covered by A's columns, then it is correct to assert that \(b\) is not a linear combination of A's columns.

Hence, the given statement is true.

05

(e)

Recall that if every row of an augmented matrix \(\left[ {\begin{array}{*{20}{c}}A&b\end{array}} \right]\) has a pivot position, the equation \(Ax = b\) may or may not be consistent.

Hence, the given statement is false.

06

(f)

Assume A is a \(m \times n\) matrix. Then,

a. The equation \(Ax = b\) has a solution for each b in \({R^m}\).

b. \({R^m}\) is spanned by the columns of A.

Hence, the given statement is true.

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