Section 2A

Span and Linear Independence

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Problem 2A.1

Find a list of four distinct vectors in F3\mathbf{F}^{3} whose span equals

{(x,y,z)∈F3:x+y+z=0}. \left\{ (x, y, z) \in \mathbf{F}^{3}: x+y+z = 0\right\} .
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Problem 2A.2

Prove or give a counterexample: If v1,v2,v3,v4v_{1}, v_{2}, v_{3}, v_{4} spans VV, then the list

v1−v2,v2−v3,v3−v4,v4 v_{1}-v_{2}, v_{2}-v_{3}, v_{3}-v_{4}, v_{4}

also spans VV.

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Problem 2A.3

Suppose v1,…,vmv_{1}, \ldots , v_{m} is a list of vectors in VV. For k∈{1,…,m}k \in \left\{ 1, \ldots , m\right\}, let

wk=v1+⋯+vk. w_{k} = v_{1}+\cdots +v_{k}.

Show that span⁡(v1,…,vm)=span⁡(w1,…,wm)\operatorname {span}\left(v_{1}, \ldots , v_{m}\right) = \operatorname {span}\left(w_{1}, \ldots , w_{m}\right).

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Problem 2A.4
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(a)

Show that a list of length one in a vector space is linearly independent if and only if the vector in the list is not 0.

(b)

Show that a list of length two in a vector space is linearly independent if and only if neither of the two vectors in the list is a scalar multiple of the other.

Problem 2A.5

Find a number tt such that

(3,1,4),(2,−3,5),(5,9,t) (3,1,4),(2,-3,5),(5,9, t)

is not linearly independent in R3\mathbb {R}^{3}.

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Problem 2A.6

Show that the list (2,3,1), (1, -1,2), (7,3,c) is linearly dependent in F3\mathbf{F}^{3} if and only if c=8c = 8.

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Problem 2A.7
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(a)

Show that if we think of C\mathbb {C} as a vector space over R\mathbb {R}, then the list 1+i,1−i1+i, 1-i is linearly independent.

(b)

Show that if we think of C\mathbb {C} as a vector space over C\mathbb {C}, then the list 1+i,1−i1+i, 1-i is linearly dependent.

Problem 2A.8

Suppose v1,v2,v3,v4v_{1}, v_{2}, v_{3}, v_{4} is linearly independent in VV. Prove that the list

v1−v2,v2−v3,v3−v4,v4 v_{1}-v_{2}, v_{2}-v_{3}, v_{3}-v_{4}, v_{4}

is also linearly independent.

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Problem 2A.9

Prove or give a counterexample: If v1,v2,…,vmv_{1}, v_{2}, \ldots , v_{m} is a linearly independent list of vectors in VV, then

5v1−4v2,v2,v3,…,vm 5 v_{1}-4 v_{2}, v_{2}, v_{3}, \ldots , v_{m}

is linearly independent.

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Problem 2A.10

Prove or give a counterexample: If v1,v2,…,vmv_{1}, v_{2}, \ldots , v_{m} is a linearly independent list of vectors in VV and λ∈F\lambda \in \mathbf{F} with λ≠0\lambda \neq 0, then λv1,λv2,…,λvm\lambda v_{1}, \lambda v_{2}, \ldots , \lambda v_{m} is linearly independent.

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Problem 2A.11

Prove or give a counterexample: If v1,…,vmv_{1}, \ldots , v_{m} and w1,…,wmw_{1}, \ldots , w_{m} are linearly independent lists of vectors in VV, then the list v1+w1,…,vm+wmv_{1}+w_{1}, \ldots , v_{m}+w_{m} is linearly independent.

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Problem 2A.12

Suppose v1,…,vmv_{1}, \ldots , v_{m} is linearly independent in VV and w∈Vw \in V. Prove that if v1+w,…,vm+wv_{1}+w, \ldots , v_{m}+w is linearly dependent, then w∈span⁡(v1,…,vm)w \in \operatorname {span}\left(v_{1}, \ldots , v_{m}\right).

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Problem 2A.13

Suppose v1,…,vmv_{1}, \ldots , v_{m} is linearly independent in VV and w∈Vw \in V. Show that

v1,…,vm,w is linearly independent ⇔w∉span⁡(v1,…,vm). v_{1}, \ldots , v_{m}, w \text{ is linearly independent } \Leftrightarrow w \notin \operatorname {span}\left(v_{1}, \ldots , v_{m}\right).
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Problem 2A.14

Suppose v1,…,vmv_{1}, \ldots , v_{m} is a list of vectors in VV. For k∈{1,…,m}k \in \left\{ 1, \ldots , m\right\}, let

wk=v1+⋯+vk. w_{k} = v_{1}+\cdots +v_{k}.

Show that the list v1,…,vmv_{1}, \ldots , v_{m} is linearly independent if and only if the list w1,…,wmw_{1}, \ldots , w_{m} is linearly independent.

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Problem 2A.15

Explain why there does not exist a list of six polynomials that is linearly independent in P4(F)\mathcal{P}_{4}(\mathbf{F}).

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Problem 2A.16

Explain why no list of four polynomials spans P4(F)\mathcal{P}_{4}(\mathbf{F}).

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Problem 2A.17

Prove that VV is infinite-dimensional if and only if there is a sequence v1,v2,…v_{1}, v_{2}, \ldots of vectors in VV such that v1,…,vmv_{1}, \ldots , v_{m} is linearly independent for every positive integer mm.

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Problem 2A.18

Prove that F∞\mathbf{F}^{\infty } is infinite-dimensional.

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Problem 2A.19

Prove that the real vector space of all continuous real-valued functions on the interval [0,1][0,1] is infinite-dimensional.

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Problem 2A.20

Suppose p0,p1,…,pmp_{0}, p_{1}, \ldots , p_{m} are polynomials in Pm(F)\mathcal{P}_{m}(\mathbf{F}) such that pk(2)=0p_{k}(2) = 0 for each k∈{0,…,m}k \in \left\{ 0, \ldots , m\right\}. Prove that p0,p1,…,pmp_{0}, p_{1}, \ldots , p_{m} is not linearly independent in Pm(F)\mathcal{P}_{m}(\mathbf{F}).

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