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Linear Algebra and its Applications
Found in: Page 165
Linear Algebra and its Applications

Linear Algebra and its Applications

Book edition 5th
Author(s) David C. Lay, Steven R. Lay and Judi J. McDonald
Pages 483 pages
ISBN 978-03219822384

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Short Answer

In Exercises 27 and 28, A and B are \[n \times n\] matrices. Mark each statement True or False. Justify each answer.

27. a. A row replacement operation does not affect the determinant of a matrix.

b. The determinant of A is the product of the pivots in any echelon form U of A, multiplied by \({\left( { - {\bf{1}}} \right)^r}\), where r is the number of row interchanges made during row reduction from A to U.

c. If the columns of A are linearly dependent, then \(det\left( A \right) = 0\).

d. \(det\left( {A + B} \right) = det{\rm{ }}A + det{\rm{ }}B\).

  1. The given statement is true.
  2. The given statement is false.
  3. The given statement is true.
  4. The given statement is false.
See the step by step solution

Step by Step Solution

(a) Step 1: Mark the first statement true or false

Recall Theorem 3:

Consider a square matrix A. If any row of matrix A has a multiple that is added to another row to give a new matrix B, then the determinant of matrix A must be equal to the determinant of matrix B.

\(\det \left( A \right) = \det \left( B \right)\)

Therefore, statement (a) is true.

(b) Step 2: Mark the second statement true or false

Recall that when A is invertible, then the determinant of matrix A can be written as shown below:

\(\det {\rm{ }}A = {\left( { - 1} \right)^r} \cdot \left( {{\rm{product of pivots in }}U} \right)\)

If it is not invertible, then the determinant of the matrix is 0.

Also, scaling a row by a constant (non-zero) during conversion to an echelon form may affect the value of the determinant.

Therefore, statement (b) is false.

(c) Step 3: Mark the third statement true or false

The set of vectors \({{\bf{b}}_1},{{\bf{b}}_2},{{\bf{b}}_3},...,{{\bf{b}}_n}\) is said to be linearly independent if the determinant of the matrix \(\left[ {\begin{aligned}{*{20}{c}}{{{\bf{b}}_1}}&{{{\bf{b}}_2}}& \cdots &{{{\bf{b}}_n}}\end{aligned}} \right]\) is 0 (or \(\left| {\begin{aligned}{*{20}{c}}{{{\bf{b}}_1}}&{{{\bf{b}}_2}}& \cdots &{{{\bf{b}}_n}}\end{aligned}} \right| = 0\)).

So, the columns of matrix A are linearly independent, and the determinant of the matrix is zero.

Therefore, statement (c) is true.

(d) Step 4: Mark the fourth statement true or false

Check the equality \(\det \left( {A + B} \right) = \det {\rm{ }}A + \det {\rm{ }}B\).

Let the matrices be \(A = \left[ {\begin{aligned}{*{20}{c}}a&b\\c&d\end{aligned}} \right]\) and \(B = \left[ {\begin{aligned}{*{20}{c}}u&v\\w&x\end{aligned}} \right]\).

Obtain the determinant of each matrix.

\(\begin{aligned}{c}\det {\rm{ }}A = \left| {\begin{aligned}{*{20}{c}}a&b\\c&d\end{aligned}} \right|\\ = ad - bc\end{aligned}\)

And

\(\begin{aligned}{c}\det {\rm{ }}B = \left| {\begin{aligned}{*{20}{c}}u&v\\w&x\end{aligned}} \right|\\ = ux - vw\end{aligned}\)

Add both the determinants.

\(\begin{aligned}{c}\det {\rm{ }}A + \det {\rm{ }}B = \left( {ad - bc} \right) + \left( {ux - vw} \right)\\ = ad - bc + ux - vw\end{aligned}\)

Thus, \(\det {\rm{ }}A + \det {\rm{ }}B = ad - bc + ux - vw\).

Add both the matrices as shown below:

\(\begin{aligned}{c}A + B = \left[ {\begin{aligned}{*{20}{c}}a&b\\c&d\end{aligned}} \right] + \left[ {\begin{aligned}{*{20}{c}}u&v\\w&x\end{aligned}} \right]\\ = \left[ {\begin{aligned}{*{20}{c}}{a + u}&{b + v}\\{c + w}&{d + x}\end{aligned}} \right]\end{aligned}\)

Obtain the determinant of \(A + B = \left[ {\begin{aligned}{*{20}{c}}{a + u}&{b + v}\\{c + w}&{d + x}\end{aligned}} \right]\).

\(\begin{aligned}{c}\det \left( {A + B} \right) = \left| {\begin{aligned}{*{20}{c}}{a + u}&{b + v}\\{c + w}&{d + x}\end{aligned}} \right|\\ = \left( {a + u} \right)\left( {d + x} \right) - \left( {c + w} \right)\left( {b + v} \right)\\ = ad + ax + ud + ux - cb - cv - bw - vw\end{aligned}\)

It is observed that \(\det \left( {A + B} \right) \ne \det {\rm{ }}A + \det {\rm{ }}B\).

Therefore, it is not true that \(\det \left( {A + B} \right) = \det {\rm{ }}A + \det {\rm{ }}B\).

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