Chapter 4
Differential Equations and Linear Algebra · 258 exercises
Problem 1
Let \(r\) and \(s\) denote scalars and let \(\mathbf{v}\) and \(\mathbf{w}\) denote vectors in \(\mathbb{R}^{5}\). $$\text { Prove that }(r+s) \mathbf{v}=r \mathbf{v}+s \mathbf{v}$$
4 step solution
Problem 1
(a) determine a basis for rowspace \((A)\) and make a sketch of it in the \(x y\) -plane; (b) Repeat part (a) for colspace \((A)\). $$A=\left[\begin{array}{rr} 6 & -1 \\ 12 & -2 \end{array}\right]$$
5 step solution
Problem 1
Determine the component vector of the given vector in the vector space \(V\) relative to the given ordered basis \(B\). $$V=\mathbb{R}^{2} ; B=\\{(7,-1),(-9,-2)\\} ; \mathbf{v}=(27,6)$$
4 step solution
Problem 1
determine whether the given set of vectors is linearly independent or linearly dependent in \(\mathbb{R}^{n} .\) In the case of linear dependence, find a dependency relationship. $$\\{(3,6,9)\\}$$.
3 step solution
Problem 1
Determine whether the given set \(S\) of vectors is closed under addition and closed under scalar multiplication. In each case, take the set of scalars to be the set of all real numbers. The set \(S:=\mathbb{Q}\) of all rational numbers.\(^{1}\)
2 step solution
Problem 1
Let \(S=\left\\{\mathbf{x} \in \mathbb{R}^{3}: \mathbf{x}=(r-2 s, 3 r+s, s), r, s \in \mathbb{R}\right)\) (a) Show that \(S\) is a subspace of \(\mathbb{R}^{3}\). (b) Show that the vectors in \(S\) lie on the plane with equation \(3 x-y+7 z=0\).
4 step solution
Problem 1
If \(\mathbf{x}=(-1,-4)\) and \(\mathbf{y}=(-5,1),\) determine the vectors \(\mathbf{v}_{1}=3 \mathbf{x}, \mathbf{v}_{2}=-4 \mathbf{y}, \mathbf{v}_{3}=3 \mathbf{x}+(-4) \mathbf{y} .\) Sketch the corresponding points in the \(x y\) -plane and the equivalent geometric vectors.
2 step solution
Problem 2
Let \(r\) and \(s\) denote scalars and let \(\mathbf{v}\) and \(\mathbf{w}\) denote vectors in \(\mathbb{R}^{5}\). $$\text { Prove that } r(\mathbf{v}+\mathbf{w})=r \mathbf{v}+r \mathbf{w}$$
7 step solution
Problem 2
Determine the null space of \(A\) and verify the Rank-Nullity Theorem. $$A=\left[\begin{array}{llll}1 & 0 & -6 & -1\end{array}\right]$$
4 step solution
Problem 2
(a) determine a basis for rowspace \((A)\) and make a sketch of it in the \(x y\) -plane; (b) Repeat part (a) for colspace \((A)\). $$A=\left[\begin{array}{rr} 1 & -2 \\ -3 & 6 \end{array}\right]$$
2 step solution
Problem 2
Determine the component vector of the given vector in the vector space \(V\) relative to the given ordered basis \(B\). $$V=\mathbb{R}^{2} ; B=\\{(2,-2),(1,4)\\} ; \mathbf{v}=(5,-10)$$
4 step solution
Problem 2
Determine whether the given set of vectors spans \(\mathbb{R}^{2}\). $$\\{(1,-1),(2,-2),(2,3)\\}$$
4 step solution
Problem 2
Determine whether the given set \(S\) of vectors is closed under addition and closed under scalar multiplication. In each case, take the set of scalars to be the set of all real numbers. The set \(S:=U_{n}(\mathbb{R})\) of all upper triangular \(n \times n\) matrices with real elements.
4 step solution
Problem 2
Let \(S=\left\\{\mathbf{x} \in \mathbb{R}^{2}: \mathbf{x}=(2 k,-3 k), k \in \mathbb{R}\right\\}\) (a) Show that \(S\) is a subspace of \(\mathbb{R}^{2}\). (b) Make a sketch depicting the subspace \(S\) in the Cartesian plane.
5 step solution
Problem 2
If \(\mathbf{x}=(3,1)\) and \(\mathbf{y}=(-1,2),\) determine the vectors \(\mathbf{v}_{1}=2 \mathbf{x}, \mathbf{v}_{2}=3 \mathbf{y}, \mathbf{v}_{3}=2 \mathbf{x}+3 \mathbf{y} .\) Sketch the cor- responding points in the \(x y\) -plane and the equivalent geometric vectors.
3 step solution
Problem 3
Determine whether the given set (together with the usual operations on that set) forms a vector space over \(\mathbb{R}\). In all cases, justify your answer carefully. $$V=\left\\{p(x) \in P_{2}(\mathbb{R}): p(3)=0 \text { and } p^{\prime}(5)=0\right\\}$$
4 step solution
Problem 3
Determine the null space of \(A\) and verify the Rank-Nullity Theorem. $$A=\left[\begin{array}{rr}2 & -1 \\\\-4 & 2\end{array}\right]$$
3 step solution
Problem 3
(a) find \(n\) such that rowspace \((A)\) is a subspace of \(\mathbb{R}^{n}\), and determine a basis for rowspace \((A) ;\) (b) find \(m\) such that colspace \((A)\) is a subspace of \(\mathbb{R}^{m},\) and determine a basis for colspace \((A)\). $$A=\left[\begin{array}{lllll} 1 & 2 & 3 & 4 & 5 \end{array}\right]$$
4 step solution
Problem 3
Determine the component vector of the given vector in the vector space \(V\) relative to the given ordered basis \(B\). $$V=\mathbb{R}^{2} ; B=\\{(-1,3),(3,2)\\} ; \mathbf{v}=(8,-2)$$
5 step solution
Problem 3
determine whether the given set of vectors is linearly independent or linearly dependent in \(\mathbb{R}^{n} .\) In the case of linear dependence, find a dependency relationship. $$\\{(2,-1),(3,2),(0,1)\\}$$.
4 step solution
Problem 3
Express \(S\) in set notation and determine whether it is a subspace of the given vector space \(V\). \(V=\mathbb{R}^{3},\) and \(S\) is the set of all vectors \((x, y, z)\) in \(V\) such that \(z=3 x\) and \(y=2 x\).
4 step solution
Problem 3
If \(\mathbf{x}=(5,-2,9)\) and \(\mathbf{y}=(-1,6,4),\) determine the additive inverse of the vector \(\mathbf{v}=-2 \mathbf{x}+10 \mathbf{y}\)
3 step solution
Problem 4
Determine whether the given set (together with the usual operations on that set) forms a vector space over \(\mathbb{R}\). In all cases, justify your answer carefully. The set of polynomials of degree 5 or less whose coefficients are even integers.
2 step solution
Problem 4
Determine the null space of \(A\) and verify the Rank-Nullity Theorem. $$A=\left[\begin{array}{rrr}1 & 1 & -1 \\\3 & 4 & 4 \\\1 & 1 & 0\end{array}\right]$$
4 step solution
Problem 4
(a) find \(n\) such that rowspace \((A)\) is a subspace of \(\mathbb{R}^{n}\), and determine a basis for rowspace \((A) ;\) (b) find \(m\) such that colspace \((A)\) is a subspace of \(\mathbb{R}^{m},\) and determine a basis for colspace \((A)\). $$A=\left[\begin{array}{r} -3 \\ 1 \\ 7 \end{array}\right]$$
2 step solution
Problem 4
Determine the component vector of the given vector in the vector space \(V\) relative to the given ordered basis \(B\). $$\begin{array}{l} V=\mathbb{R}^{3} ; B=\\{(1,0,1),(1,1,-1),(2,0,1)\\} \\ \mathbf{v}=(-9,1,-8) \end{array}$$
5 step solution
Problem 4
determine whether the given set of vectors is linearly independent or linearly dependent in \(\mathbb{R}^{n} .\) In the case of linear dependence, find a dependency relationship. $$\\{(1,-1,0),(0,1,-1),(1,1,1)\\}$$.
4 step solution
Problem 4
Determine whether the given set of vectors spans \(\mathbb{R}^{2}\). $$\\{(6,-2),(-2,2 / 3),(3,-1)\\}$$
3 step solution
Problem 4
Determine whether the given set \(S\) of vectors is closed under addition and closed under scalar multiplication. In each case, take the set of scalars to be the set of all real numbers. The set \(S:=\left\\{a_{0}+a_{1} x+a_{2} x^{2}: a_{0}+a_{1}+a_{2}=0\right\\}.\)
2 step solution
Problem 4
Express \(S\) in set notation and determine whether it is a subspace of the given vector space \(V\). \(V=\mathbb{R}^{2},\) and \(S\) is the set of all vectors \((x, y)\) in \(V\) satisfying \(3 x+2 y=0\).
5 step solution
Problem 4
If \(\mathbf{x}=(3,-1,2,5)\) and \(\mathbf{y}=(-1,2,9,-2),\) determine \(\mathbf{v}=5 \mathbf{x}+(-7) \mathbf{y}\) and its additive inverse.
5 step solution
Problem 5
Determine whether the given set (together with the usual operations on that set) forms a vector space over \(\mathbb{R}\). In all cases, justify your answer carefully. The set of all polynomials of degree 5 or less whose coefficients of \(x^{2}\) and \(x^{3}\) are zero.
2 step solution
Problem 5
Determine the null space of \(A\) and verify the Rank-Nullity Theorem. $$A=\left[\begin{array}{llll}1 & 4 & -1 & 3 \\\2 & 9 & -1 & 7 \\\2 & 8 & -2 & 6\end{array}\right]$$
5 step solution
Problem 5
(a) find \(n\) such that rowspace \((A)\) is a subspace of \(\mathbb{R}^{n}\), and determine a basis for rowspace \((A) ;\) (b) find \(m\) such that colspace \((A)\) is a subspace of \(\mathbb{R}^{m},\) and determine a basis for colspace \((A)\). $$A=\left[\begin{array}{llll} 1 & 1 & -3 & 2 \\ 3 & 4 & -11 & 7 \end{array}\right]$$
5 step solution
Problem 5
Determine the component vector of the given vector in the vector space \(V\) relative to the given ordered basis \(B\). $$\begin{array}{l} V=\mathbb{R}^{3} ; B=\\{(1,-6,3),(0,5,-1),(3,-1,-1)\\} \\ \mathbf{v}=(1,7,7) \end{array}$$
4 step solution
Problem 5
determine whether the given set of vectors is linearly independent or linearly dependent in \(\mathbb{R}^{n} .\) In the case of linear dependence, find a dependency relationship. $$\\{(1,2,3),(1,-1,2),(1,-4,1)\\}$$.
4 step solution
Problem 5
Recall that three vectors \(\mathbf{v}_{1}, \mathbf{v}_{2}, \mathbf{v}_{3}\) in \(\mathbb{R}^{3}\) are coplanar if and only if $$ \operatorname{det}\left(\left[\mathbf{v}_{1}, \mathbf{v}_{2}, \mathbf{v}_{3}\right]\right)=0 $$ Use this result to determine whether the given set of vectors spans \(\mathbb{R}^{3}\). $$\\{(1,-1,1),(2,5,3),(4,-2,1)\\}$$
3 step solution
Problem 5
Determine whether the given set \(S\) of vectors is closed under addition and closed under scalar multiplication. In each case, take the set of scalars to be the set of all real numbers. The set \(S:=\left\\{a_{0}+a_{1} x+a_{2} x^{2}: a_{0}+a_{1}+a_{2}=1\right\\}.\)
2 step solution
Problem 5
Express \(S\) in set notation and determine whether it is a subspace of the given vector space \(V\). \(V=\mathbb{R}^{4},\) and \(S\) is the set of all vectors of the form \(\left(x_{1}, 0, x_{3}, 2\right)\).
4 step solution
Problem 6
Determine whether the given set (together with the usual operations on that set) forms a vector space over \(\mathbb{R}\). In all cases, justify your answer carefully. The set of solutions to the linear system $$ \begin{aligned} -2 x_{2}+5 x_{3} &=7 \\ 4 x_{1}-6 x_{2}+3 x_{3} &=0 \end{aligned} $$
5 step solution
Problem 6
Determine the nullity of \(A\) "by inspection" by appealing to the Rank-Nullity Theorem. Avoid computations. $$A=\left[\begin{array}{rr}2 & -3 \\\0 & 0 \\\\-4 & 6 \\\22 & -33\end{array}\right]$$
4 step solution
Problem 6
(a) find \(n\) such that rowspace \((A)\) is a subspace of \(\mathbb{R}^{n}\), and determine a basis for rowspace \((A) ;\) (b) find \(m\) such that colspace \((A)\) is a subspace of \(\mathbb{R}^{m},\) and determine a basis for colspace \((A)\). $$A=\left[\begin{array}{lll} 1 & 2 & 3 \\ 5 & 6 & 7 \\ 9 & 10 & 11 \end{array}\right]$$
5 step solution
Problem 6
Determine the component vector of the given vector in the vector space \(V\) relative to the given ordered basis \(B\). $$\begin{array}{l} V=\mathbb{R}^{3} ; B=\\{(3,-1,-1),(1,-6,3),(0,5,-1)\\} \\ \mathbf{v}=(1,7,7) \end{array}$$
3 step solution
Problem 6
determine whether the given set of vectors is linearly independent or linearly dependent in \(\mathbb{R}^{n} .\) In the case of linear dependence, find a dependency relationship. $$\\{(-2,4,-6),(3,-6,9)\\}$$.
5 step solution
Problem 6
Express \(S\) in set notation and determine whether it is a subspace of the given vector space \(V\). \(V=\mathbb{R}^{3},\) and \(S\) is the set of all vectors \((x, y, z)\) in satisfying \(x+y+z=1\).
4 step solution
Problem 7
Determine whether the given set (together with the usual operations on that set) forms a vector space over \(\mathbb{R}\). In all cases, justify your answer carefully. The set of solutions to the linear system $$ \begin{array}{l} 4 x_{1}-7 x_{2}+2 x_{3}=0 \\ 5 x_{1}-2 x_{2}+9 x_{3}=0 \end{array} $$
4 step solution
Problem 7
Determine the nullity of \(A\) "by inspection" by appealing to the Rank-Nullity Theorem. Avoid computations. $$A=\left[\begin{array}{rrrrr}1 & 3 & -3 & 2 & 5 \\\\-4 & -12 & 12 & -8 & -20 \\\0 & 0 & 0 & 0 & 0 \\\1& 3 & -3 & 2 & 6\end{array}\right]$$
4 step solution
Problem 7
(a) find \(n\) such that rowspace \((A)\) is a subspace of \(\mathbb{R}^{n}\), and determine a basis for rowspace \((A) ;\) (b) find \(m\) such that colspace \((A)\) is a subspace of \(\mathbb{R}^{m},\) and determine a basis for colspace \((A)\). $$A=\left[\begin{array}{rrr} 0 & 3 & 1 \\ 0 & -6 & -2 \\ 0 & 12 & 4 \end{array}\right]$$
4 step solution
Problem 7
Determine the component vector of the given vector in the vector space \(V\) relative to the given ordered basis \(B\). $$\begin{aligned} &V=\mathbb{R}^{3} ; B=\\{(-1,0,0),(0,0,-3),(0,-2,0)\\}\\\ &\mathbf{v}=(5,5,5) \end{aligned}$$
4 step solution
Problem 7
determine whether the given set of vectors is linearly independent or linearly dependent in \(\mathbb{R}^{n} .\) In the case of linear dependence, find a dependency relationship. $$\\{(1,-1,2),(2,1,0)\\}$$.
4 step solution