Chapter 9
Calculus for Biology and Medicine · 223 exercises
Problem 16
Reduce the system of linear equations to upper triangular form and solve. $$ \begin{array}{r} x-2 y=2 \\ 4 y-2 x=-4 \end{array} $$
4 step solution
Problem 16
Find the dot product of \(\mathbf{x}=[-1,2]^{\prime}\) and \(\mathbf{y}=[-3,-4]^{\prime}\)
5 step solution
Problem 16
. Suppose a vector \(\left[\begin{array}{l}x_{1} \\ x_{2}\end{array}\right]\) has length 4 and is \(70^{\circ}\) counterclockwise from the negative \(x_{2}\) -axis. Find \(x_{1}\) and \(x_{2}\).
5 step solution
Problem 17
Suppose that \(A\) and \(B\) are \(m \times n\) matrices. Show that $$ (A+B)^{\prime}=A^{\prime}+B^{\prime} $$
4 step solution
Problem 17
Zach wants to buy fish and plants for his aquarium. Each fish costs \(\$ 2.30 ;\) each plant costs \(\$ 1.70 .\) He buys a total of 11 items and spends a total of \(\$ 21.70 .\) Set up a system of linear equations that will allow you to determine how many fish and how many plants Zach bought, and solve the system.
5 step solution
Problem 17
Find the dot product of \(\mathbf{x}=[0,-1,3]^{\prime}\) and \(\mathbf{y}=[-3,1,1]^{\prime}\).
4 step solution
Problem 17
In Problems 17-22, find \(\mathbf{x}+\mathbf{y}\) for the given vectors \(\mathbf{x}\) and \(\mathbf{y}\). Represent \(\mathbf{x}, \mathbf{y}\), and \(\mathbf{x}+\mathbf{y}\) in the plane, and explain graphically how vou add \(\mathbf{x}\) and \(\mathbf{v}\) $$ \mathbf{x}=\left[\begin{array}{l} 1 \\ 2 \end{array}\right] \text { and } \mathbf{y}=\left[\begin{array}{l} 3 \\ 2 \end{array}\right] $$
5 step solution
Problem 18
Suppose that \(A\) is an \(m \times n\) matrix. Show that $$ \left(A^{\prime}\right)^{\prime}=A $$
5 step solution
Problem 18
Eind the dot product of \(\mathbf{x}=[2,-3,1]^{\prime}\) and \(\mathbf{v}=[3,1,-2]^{\prime}\)
5 step solution
Problem 18
In Problems , find \(\mathbf{x}+\mathbf{y}\) for the given vectors \(\mathbf{x}\) and \(\mathbf{y}\). Represent \(\mathbf{x}, \mathbf{y}\), and \(\mathbf{x}+\mathbf{y}\) in the plane, and explain graphically how vou add \(\mathbf{x}\) and \(\mathbf{v}\) $$ \mathbf{x}=\left[\begin{array}{r} -1 \\ 0 \end{array}\right] \text { and } \mathbf{y}=\left[\begin{array}{l} 3 \\ 2 \end{array}\right] $$
4 step solution
Problem 19
Suppose that \(A\) is an \(m \times n\) matrix and \(k\) is a real number. Show that $$ (k A)^{\prime}=k A^{\prime} $$
6 step solution
Problem 19
Show that if $$ a_{11} a_{22}-a_{21} a_{12} \neq 0 $$ then the system $$ \begin{array}{l} a_{11} x_{1}+a_{12} x_{2}=0 \\ a_{21} x_{1}+a_{22} x_{2}=0 \end{array} $$ has exactly one solution, namely, \(x_{1}=0\) and \(x_{2}=0\).
5 step solution
Problem 19
Use the dot product to compute the length of \([0,-1,2]^{\prime}\).
3 step solution
Problem 19
In Problems , find \(\mathbf{x}+\mathbf{y}\) for the given vectors \(\mathbf{x}\) and \(\mathbf{y}\). Represent \(\mathbf{x}, \mathbf{y}\), and \(\mathbf{x}+\mathbf{y}\) in the plane, and explain graphically how vou add \(\mathbf{x}\) and \(\mathbf{v}\) $$ \mathbf{x}=\left[\begin{array}{r} 0 \\ -2 \end{array}\right] \text { and } \mathbf{y}=\left[\begin{array}{r} 1 \\ -1 \end{array}\right] $$
4 step solution
Problem 20
Suppose that \(A\) is an \(m \times k\) matrix and \(B\) is a \(k \times n\) matrix. Show that $$ (A B)^{\prime}=B^{\prime} A^{\prime} $$
5 step solution
Problem 20
Solve each system of linear equations. $$ \begin{aligned} 2 x-3 y+z &=-1 \\ x+y-2 z &=-3 \\ 3 x-2 y+z &=2 \end{aligned} $$
6 step solution
Problem 20
Use the dot product to compute the length of \([-1,4,3]\).
5 step solution
Problem 20
In Problems , find \(\mathbf{x}+\mathbf{y}\) for the given vectors \(\mathbf{x}\) and \(\mathbf{y}\). Represent \(\mathbf{x}, \mathbf{y}\), and \(\mathbf{x}+\mathbf{y}\) in the plane, and explain graphically how vou add \(\mathbf{x}\) and \(\mathbf{v}\) $$ \mathbf{x}=\left[\begin{array}{l} -1 \\ -1 \end{array}\right] \text { and } \mathbf{y}=\left[\begin{array}{l} 1 \\ 2 \end{array}\right] $$
4 step solution
Problem 21
$$ A=\left[\begin{array}{rr} -1 & 0 \\ 1 & 2 \end{array}\right], \quad B=\left[\begin{array}{rr} 2 & 3 \\ -1 & 1 \end{array}\right], \quad C=\left[\begin{array}{rr} 1 & 2 \\ 0 & -1 \end{array}\right] $$ $$ \begin{array}{l} \text { Compute the following: }\\\ A B \quad \text { (b) } \underline{B A} \end{array} $$
3 step solution
Problem 21
Solve each system of linear equations. $$ \begin{aligned} 5 x-y+2 z &=6 \\ x+2 y-z &=-1 \\ 3 x+2 y-2 z &=1 \end{aligned} $$
10 step solution
Problem 21
Use the dot product to compute the length of \([1,2,3,4]^{\prime}\).
5 step solution
Problem 21
In Problems , find \(\mathbf{x}+\mathbf{y}\) for the given vectors \(\mathbf{x}\) and \(\mathbf{y}\). Represent \(\mathbf{x}, \mathbf{y}\), and \(\mathbf{x}+\mathbf{y}\) in the plane, and explain graphically how vou add \(\mathbf{x}\) and \(\mathbf{v}\) $$ \mathbf{x}=\left[\begin{array}{l} 1 \\ 0 \end{array}\right] \text { and } \mathbf{y}=\left[\begin{array}{r} -1 \\ 0 \end{array}\right] $$
4 step solution
Problem 22
$$ A=\left[\begin{array}{rr} -1 & 0 \\ 1 & 2 \end{array}\right], \quad B=\left[\begin{array}{rr} 2 & 3 \\ -1 & 1 \end{array}\right], \quad C=\left[\begin{array}{rr} 1 & 2 \\ 0 & -1 \end{array}\right] $$ $$ \text { Compute } A B C $$
2 step solution
Problem 22
Solve each system of linear equations. $$ \begin{array}{rr} x+4 y-3 z= & -13 \\ 2 x-3 y+5 z= & 18 \\ 3 x+y-2 z= & 1 \end{array} $$
5 step solution
Problem 22
In Problems , find \(\mathbf{x}+\mathbf{y}\) for the given vectors \(\mathbf{x}\) and \(\mathbf{y}\). Represent \(\mathbf{x}, \mathbf{y}\), and \(\mathbf{x}+\mathbf{y}\) in the plane, and explain graphically how vou add \(\mathbf{x}\) and $\mathbf{v}$$$ \mathbf{x}=\left[\begin{array}{l} -3 \\ -1 \end{array}\right] \text { and } \mathbf{y}=\left[\begin{array}{r} -2 \\ 3 \end{array}\right] $$
4 step solution
Problem 23
$$ A=\left[\begin{array}{rr} -1 & 0 \\ 1 & 2 \end{array}\right], \quad B=\left[\begin{array}{rr} 2 & 3 \\ -1 & 1 \end{array}\right], \quad C=\left[\begin{array}{rr} 1 & 2 \\ 0 & -1 \end{array}\right] $$ $$ \text { Show that } A C \neq C A \text { . } $$
4 step solution
Problem 23
Solve each system of linear equations. $$ \begin{array}{r} -2 x+4 y-z=-1 \\ x+7 y+2 z=-4 \\ 3 x-2 y+3 z=-3 \end{array} $$
7 step solution
Problem 23
Find the angle between \(\mathbf{x}=[1,2]^{\prime}\) and \(\mathbf{y}=[3,-1]^{\prime}\).
5 step solution
Problem 23
In Problems \(23-28\), compute a \(\mathbf{x}\) for the given vector \(\mathbf{x}\) and scalar a. Represent \(\mathbf{x}\) and a \(\mathbf{x}\) in the plane, and explain graphically how you obtain \(a \mathbf{x}\). $$ \mathbf{x}=\left[\begin{array}{r} -2 \\ 1 \end{array}\right] \text { and } a=2 $$
3 step solution
Problem 24
$$ A=\left[\begin{array}{rr} -1 & 0 \\ 1 & 2 \end{array}\right], \quad B=\left[\begin{array}{rr} 2 & 3 \\ -1 & 1 \end{array}\right], \quad C=\left[\begin{array}{rr} 1 & 2 \\ 0 & -1 \end{array}\right] $$ $$ \text { Show that }(A B) C=A(B C) \text { . } $$
5 step solution
Problem 24
Solve each system of linear equations. $$ \begin{array}{l} 2 x-y+3 z=3 \\ 2 x+y+4 z=4 \\ 2 x-3 y+2 z=2 \end{array} $$
5 step solution
Problem 24
Find the angle between \(\mathbf{x}=[-1,2]^{\prime}\) and \(\mathbf{y}=[-2,-4]^{\prime}\).
5 step solution
Problem 24
In Problems , compute a \(\mathbf{x}\) for the given vector \(\mathbf{x}\) and scalar a. Represent \(\mathbf{x}\) and a \(\mathbf{x}\) in the plane, and explain graphically how you obtain \(a \mathbf{x}\). $$ \mathbf{x}=\left[\begin{array}{r} 3 \\ -1 \end{array}\right] \text { and } a=-1 $$
4 step solution
Problem 25
$$ A=\left[\begin{array}{rr} -1 & 0 \\ 1 & 2 \end{array}\right], \quad B=\left[\begin{array}{rr} 2 & 3 \\ -1 & 1 \end{array}\right], \quad C=\left[\begin{array}{rr} 1 & 2 \\ 0 & -1 \end{array}\right] $$ $$ \text { Show that }(A+B) C=A C+B C \text { . } $$
6 step solution
Problem 25
Find the augmented matrix and use it to solve the system of linear equations. $$ \begin{aligned} -x-2 y+3 z &=-9 \\ 2 x+y-z &=5 \\ 4 x-3 y+5 z &=-9 \end{aligned} $$
4 step solution
Problem 25
Find the angle between \(\mathbf{x}=[0,-1,3]^{\prime}\) and \(\mathbf{y}=[-3,1,1]^{\prime}\).
6 step solution
Problem 25
In Problems , compute a \(\mathbf{x}\) for the given vector \(\mathbf{x}\) and scalar a. Represent \(\mathbf{x}\) and a \(\mathbf{x}\) in the plane, and explain graphically how you obtain \(a \mathbf{x}\). $$ \mathbf{x}=\left[\begin{array}{r} 0 \\ -2 \end{array}\right] \text { and } a=0.5 $$
4 step solution
Problem 26
$$ A=\left[\begin{array}{rr} -1 & 0 \\ 1 & 2 \end{array}\right], \quad B=\left[\begin{array}{rr} 2 & 3 \\ -1 & 1 \end{array}\right], \quad C=\left[\begin{array}{rr} 1 & 2 \\ 0 & -1 \end{array}\right] $$ $$ \text { Show that } A(B+C)=A B+A C $$
6 step solution
Problem 26
Find the augmented matrix and use it to solve the system of linear equations. $$ \begin{array}{l} 3 x-2 y+z=4 \\ 4 x+y-2 z=-12 \\ 2 x-3 y+z=7 \end{array} $$
5 step solution
Problem 26
Find the angle between \(\mathbf{x}=[1,-3,2]^{\prime}\) and \(\mathbf{y}=[3,1,-4]^{\prime}\).
4 step solution
Problem 26
In Problems , compute a \(\mathbf{x}\) for the given vector \(\mathbf{x}\) and scalar a. Represent \(\mathbf{x}\) and a \(\mathbf{x}\) in the plane, and explain graphically how you obtain \(a \mathbf{x}\). $$ \mathbf{x}=\left[\begin{array}{r} 3 \\ -9 \end{array}\right] \text { and } a=-1 / 3 $$
3 step solution
Problem 27
Suppose that \(A\) is a \(3 \times 4\) matrix and \(B\) is a \(4 \times 2\) matrix. What is the size of the product \(A B ?\)
2 step solution
Problem 27
Find the augmented matrix and use it to solve the system of linear equations. $$ \begin{array}{l} y+x=3 \\ z-y=-1 \\ x+z=2 \end{array} $$
5 step solution
Problem 27
Let \(\mathbf{x}=[1,-1]^{\prime}\). Find \(\mathbf{y}\) so that \(\mathbf{x}\) and \(\mathbf{y}\) are perpendicular.
4 step solution
Problem 27
In Problems , compute a \(\mathbf{x}\) for the given vector \(\mathbf{x}\) and scalar a. Represent \(\mathbf{x}\) and a \(\mathbf{x}\) in the plane, and explain graphically how you obtain \(a \mathbf{x}\). $$ \mathbf{x}=\left[\begin{array}{r} -4 \\ 1 \end{array}\right] \text { and } a=1 / 4 $$
3 step solution
Problem 28
Suppose \(A\) is a \(3 \times 4\) matrix and \(B\) is an \(m \times n\) matrix. What are values of \(m\) and \(n\) such that the following products are defined? (a) \(A B\) (b) \(B A\)
3 step solution
Problem 28
Find the augmented matrix and use it to solve the system of linear equations. $$ \begin{aligned} 2 x-z &=1 \\ y+3 z &=x-1 \\ x+z &=y-3 \end{aligned} $$
5 step solution
Problem 28
Let \(\mathbf{x}=[-2,1]^{\prime}\). Find \(\mathbf{y}\) so that \(\mathbf{x}\) and \(\mathbf{y}\) are perpendicular.
4 step solution
Problem 28
In Problems , compute a \(\mathbf{x}\) for the given vector \(\mathbf{x}\) and scalar a. Represent \(\mathbf{x}\) and a \(\mathbf{x}\) in the plane, and explain graphically how you obtain \(a \mathbf{x}\). $$ \mathbf{x}=\left[\begin{array}{l} 0.5 \\ 0.25 \end{array}\right] \text { and } a=5 $$
4 step solution
Problem 29
Suppose that \(A\) is a \(4 \times 3\) matrix, \(B\) is a \(1 \times 3\) matrix, \(C\) is a \(3 \times 1\) matrix, and \(D\) is a \(4 \times 3\) matrix. Which of the matrix multiplications that follow are defined? Whenever it is defined, state the size of the resulting matrix.
2 step solution