Linear transformations - 2 opposite claims, solution attempt included
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Suppose $V, W$ are vector spaces and $ T: V to W $ is a linear transformation.
$v_1, v_2, ... , v_k in V$.
Prove or disprove:
If $span( v_1, v_2, ... , v_k) = V$, then $span(T(v_1), ... , T(v_k) = W$.
If $span(T(v_1), ... , T(v_k)) = W$, then $span( v_1, v_2, ... , v_k) = V$.
My solution goes:
The first claim is false. let $, V, W = mathbb R$, and $ T: mathbb R to mathbb R$. We define $T$ as $T(v) = 0$, and $v_1 = [1]$. Therefore, $span(v_1) =mathbb R$, but $span(T(v_1)) = span(0) neq mathbb R$.
Second claim: We can easily prove that if $(T(v_1),...,T(v_n))$ is linearly independent, then $(v_1,...,v_n)$ is linearly independent as well. Is this enough to conclude that since we know $span(T(v_1), ... , T(v_k)) = W$, then $T(v_1), ... , T(v_k)$ is linearly independent, therefore $ v_1, v_2, ... , v_k$ is linearly independent, and thus $span( v_1, v_2, ... , v_k) = V$?
Thanks in advance!
linear-algebra vector-spaces linear-transformations
$endgroup$
add a comment |
$begingroup$
Suppose $V, W$ are vector spaces and $ T: V to W $ is a linear transformation.
$v_1, v_2, ... , v_k in V$.
Prove or disprove:
If $span( v_1, v_2, ... , v_k) = V$, then $span(T(v_1), ... , T(v_k) = W$.
If $span(T(v_1), ... , T(v_k)) = W$, then $span( v_1, v_2, ... , v_k) = V$.
My solution goes:
The first claim is false. let $, V, W = mathbb R$, and $ T: mathbb R to mathbb R$. We define $T$ as $T(v) = 0$, and $v_1 = [1]$. Therefore, $span(v_1) =mathbb R$, but $span(T(v_1)) = span(0) neq mathbb R$.
Second claim: We can easily prove that if $(T(v_1),...,T(v_n))$ is linearly independent, then $(v_1,...,v_n)$ is linearly independent as well. Is this enough to conclude that since we know $span(T(v_1), ... , T(v_k)) = W$, then $T(v_1), ... , T(v_k)$ is linearly independent, therefore $ v_1, v_2, ... , v_k$ is linearly independent, and thus $span( v_1, v_2, ... , v_k) = V$?
Thanks in advance!
linear-algebra vector-spaces linear-transformations
$endgroup$
$begingroup$
Changed it, the question remains the same. Cant figure out how to prove or disprove the second claim.
$endgroup$
– Tegernako
Dec 13 '18 at 18:04
$begingroup$
What if $dim Vgtdim W$?
$endgroup$
– amd
Dec 13 '18 at 18:16
add a comment |
$begingroup$
Suppose $V, W$ are vector spaces and $ T: V to W $ is a linear transformation.
$v_1, v_2, ... , v_k in V$.
Prove or disprove:
If $span( v_1, v_2, ... , v_k) = V$, then $span(T(v_1), ... , T(v_k) = W$.
If $span(T(v_1), ... , T(v_k)) = W$, then $span( v_1, v_2, ... , v_k) = V$.
My solution goes:
The first claim is false. let $, V, W = mathbb R$, and $ T: mathbb R to mathbb R$. We define $T$ as $T(v) = 0$, and $v_1 = [1]$. Therefore, $span(v_1) =mathbb R$, but $span(T(v_1)) = span(0) neq mathbb R$.
Second claim: We can easily prove that if $(T(v_1),...,T(v_n))$ is linearly independent, then $(v_1,...,v_n)$ is linearly independent as well. Is this enough to conclude that since we know $span(T(v_1), ... , T(v_k)) = W$, then $T(v_1), ... , T(v_k)$ is linearly independent, therefore $ v_1, v_2, ... , v_k$ is linearly independent, and thus $span( v_1, v_2, ... , v_k) = V$?
Thanks in advance!
linear-algebra vector-spaces linear-transformations
$endgroup$
Suppose $V, W$ are vector spaces and $ T: V to W $ is a linear transformation.
$v_1, v_2, ... , v_k in V$.
Prove or disprove:
If $span( v_1, v_2, ... , v_k) = V$, then $span(T(v_1), ... , T(v_k) = W$.
If $span(T(v_1), ... , T(v_k)) = W$, then $span( v_1, v_2, ... , v_k) = V$.
My solution goes:
The first claim is false. let $, V, W = mathbb R$, and $ T: mathbb R to mathbb R$. We define $T$ as $T(v) = 0$, and $v_1 = [1]$. Therefore, $span(v_1) =mathbb R$, but $span(T(v_1)) = span(0) neq mathbb R$.
Second claim: We can easily prove that if $(T(v_1),...,T(v_n))$ is linearly independent, then $(v_1,...,v_n)$ is linearly independent as well. Is this enough to conclude that since we know $span(T(v_1), ... , T(v_k)) = W$, then $T(v_1), ... , T(v_k)$ is linearly independent, therefore $ v_1, v_2, ... , v_k$ is linearly independent, and thus $span( v_1, v_2, ... , v_k) = V$?
Thanks in advance!
linear-algebra vector-spaces linear-transformations
linear-algebra vector-spaces linear-transformations
edited Dec 13 '18 at 18:04
Tegernako
asked Dec 13 '18 at 16:57
TegernakoTegernako
877
877
$begingroup$
Changed it, the question remains the same. Cant figure out how to prove or disprove the second claim.
$endgroup$
– Tegernako
Dec 13 '18 at 18:04
$begingroup$
What if $dim Vgtdim W$?
$endgroup$
– amd
Dec 13 '18 at 18:16
add a comment |
$begingroup$
Changed it, the question remains the same. Cant figure out how to prove or disprove the second claim.
$endgroup$
– Tegernako
Dec 13 '18 at 18:04
$begingroup$
What if $dim Vgtdim W$?
$endgroup$
– amd
Dec 13 '18 at 18:16
$begingroup$
Changed it, the question remains the same. Cant figure out how to prove or disprove the second claim.
$endgroup$
– Tegernako
Dec 13 '18 at 18:04
$begingroup$
Changed it, the question remains the same. Cant figure out how to prove or disprove the second claim.
$endgroup$
– Tegernako
Dec 13 '18 at 18:04
$begingroup$
What if $dim Vgtdim W$?
$endgroup$
– amd
Dec 13 '18 at 18:16
$begingroup$
What if $dim Vgtdim W$?
$endgroup$
– amd
Dec 13 '18 at 18:16
add a comment |
1 Answer
1
active
oldest
votes
$begingroup$
The first you did great. For the second consider $W={0}$
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$begingroup$
How is this a counter example?
$endgroup$
– Tegernako
Dec 13 '18 at 17:11
$begingroup$
What I mean, if the empty set spans W, what could possibly be my T?
$endgroup$
– Tegernako
Dec 13 '18 at 17:59
1
$begingroup$
@Tegernako: The point is that if $W={mathbf{0}}$ (so your $T$ is the zero map), then any collection $v_1,ldots,v_k$ will satisfy that $mathrm{span}(T(v_1),ldots,T(v_k)) = mathrm{span}(mathbf{0},mathbf{0},ldots,mathbf{0}) = mathrm{span}(mathbf{0}) = {mathbf{0}}=W$. The empty set is not the only set that spans $W$.
$endgroup$
– Arturo Magidin
Dec 13 '18 at 18:12
1
$begingroup$
@Tegernako $T: vmapsto 0$ for all $v$.
$endgroup$
– amd
Dec 13 '18 at 18:17
$begingroup$
I see. Basically every set will satisfy what we have, but not the 'then' part. Thanks a lot, cheers for the weekend!
$endgroup$
– Tegernako
Dec 13 '18 at 18:37
add a comment |
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1 Answer
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$begingroup$
The first you did great. For the second consider $W={0}$
$endgroup$
$begingroup$
How is this a counter example?
$endgroup$
– Tegernako
Dec 13 '18 at 17:11
$begingroup$
What I mean, if the empty set spans W, what could possibly be my T?
$endgroup$
– Tegernako
Dec 13 '18 at 17:59
1
$begingroup$
@Tegernako: The point is that if $W={mathbf{0}}$ (so your $T$ is the zero map), then any collection $v_1,ldots,v_k$ will satisfy that $mathrm{span}(T(v_1),ldots,T(v_k)) = mathrm{span}(mathbf{0},mathbf{0},ldots,mathbf{0}) = mathrm{span}(mathbf{0}) = {mathbf{0}}=W$. The empty set is not the only set that spans $W$.
$endgroup$
– Arturo Magidin
Dec 13 '18 at 18:12
1
$begingroup$
@Tegernako $T: vmapsto 0$ for all $v$.
$endgroup$
– amd
Dec 13 '18 at 18:17
$begingroup$
I see. Basically every set will satisfy what we have, but not the 'then' part. Thanks a lot, cheers for the weekend!
$endgroup$
– Tegernako
Dec 13 '18 at 18:37
add a comment |
$begingroup$
The first you did great. For the second consider $W={0}$
$endgroup$
$begingroup$
How is this a counter example?
$endgroup$
– Tegernako
Dec 13 '18 at 17:11
$begingroup$
What I mean, if the empty set spans W, what could possibly be my T?
$endgroup$
– Tegernako
Dec 13 '18 at 17:59
1
$begingroup$
@Tegernako: The point is that if $W={mathbf{0}}$ (so your $T$ is the zero map), then any collection $v_1,ldots,v_k$ will satisfy that $mathrm{span}(T(v_1),ldots,T(v_k)) = mathrm{span}(mathbf{0},mathbf{0},ldots,mathbf{0}) = mathrm{span}(mathbf{0}) = {mathbf{0}}=W$. The empty set is not the only set that spans $W$.
$endgroup$
– Arturo Magidin
Dec 13 '18 at 18:12
1
$begingroup$
@Tegernako $T: vmapsto 0$ for all $v$.
$endgroup$
– amd
Dec 13 '18 at 18:17
$begingroup$
I see. Basically every set will satisfy what we have, but not the 'then' part. Thanks a lot, cheers for the weekend!
$endgroup$
– Tegernako
Dec 13 '18 at 18:37
add a comment |
$begingroup$
The first you did great. For the second consider $W={0}$
$endgroup$
The first you did great. For the second consider $W={0}$
answered Dec 13 '18 at 17:01
YankoYanko
6,5541728
6,5541728
$begingroup$
How is this a counter example?
$endgroup$
– Tegernako
Dec 13 '18 at 17:11
$begingroup$
What I mean, if the empty set spans W, what could possibly be my T?
$endgroup$
– Tegernako
Dec 13 '18 at 17:59
1
$begingroup$
@Tegernako: The point is that if $W={mathbf{0}}$ (so your $T$ is the zero map), then any collection $v_1,ldots,v_k$ will satisfy that $mathrm{span}(T(v_1),ldots,T(v_k)) = mathrm{span}(mathbf{0},mathbf{0},ldots,mathbf{0}) = mathrm{span}(mathbf{0}) = {mathbf{0}}=W$. The empty set is not the only set that spans $W$.
$endgroup$
– Arturo Magidin
Dec 13 '18 at 18:12
1
$begingroup$
@Tegernako $T: vmapsto 0$ for all $v$.
$endgroup$
– amd
Dec 13 '18 at 18:17
$begingroup$
I see. Basically every set will satisfy what we have, but not the 'then' part. Thanks a lot, cheers for the weekend!
$endgroup$
– Tegernako
Dec 13 '18 at 18:37
add a comment |
$begingroup$
How is this a counter example?
$endgroup$
– Tegernako
Dec 13 '18 at 17:11
$begingroup$
What I mean, if the empty set spans W, what could possibly be my T?
$endgroup$
– Tegernako
Dec 13 '18 at 17:59
1
$begingroup$
@Tegernako: The point is that if $W={mathbf{0}}$ (so your $T$ is the zero map), then any collection $v_1,ldots,v_k$ will satisfy that $mathrm{span}(T(v_1),ldots,T(v_k)) = mathrm{span}(mathbf{0},mathbf{0},ldots,mathbf{0}) = mathrm{span}(mathbf{0}) = {mathbf{0}}=W$. The empty set is not the only set that spans $W$.
$endgroup$
– Arturo Magidin
Dec 13 '18 at 18:12
1
$begingroup$
@Tegernako $T: vmapsto 0$ for all $v$.
$endgroup$
– amd
Dec 13 '18 at 18:17
$begingroup$
I see. Basically every set will satisfy what we have, but not the 'then' part. Thanks a lot, cheers for the weekend!
$endgroup$
– Tegernako
Dec 13 '18 at 18:37
$begingroup$
How is this a counter example?
$endgroup$
– Tegernako
Dec 13 '18 at 17:11
$begingroup$
How is this a counter example?
$endgroup$
– Tegernako
Dec 13 '18 at 17:11
$begingroup$
What I mean, if the empty set spans W, what could possibly be my T?
$endgroup$
– Tegernako
Dec 13 '18 at 17:59
$begingroup$
What I mean, if the empty set spans W, what could possibly be my T?
$endgroup$
– Tegernako
Dec 13 '18 at 17:59
1
1
$begingroup$
@Tegernako: The point is that if $W={mathbf{0}}$ (so your $T$ is the zero map), then any collection $v_1,ldots,v_k$ will satisfy that $mathrm{span}(T(v_1),ldots,T(v_k)) = mathrm{span}(mathbf{0},mathbf{0},ldots,mathbf{0}) = mathrm{span}(mathbf{0}) = {mathbf{0}}=W$. The empty set is not the only set that spans $W$.
$endgroup$
– Arturo Magidin
Dec 13 '18 at 18:12
$begingroup$
@Tegernako: The point is that if $W={mathbf{0}}$ (so your $T$ is the zero map), then any collection $v_1,ldots,v_k$ will satisfy that $mathrm{span}(T(v_1),ldots,T(v_k)) = mathrm{span}(mathbf{0},mathbf{0},ldots,mathbf{0}) = mathrm{span}(mathbf{0}) = {mathbf{0}}=W$. The empty set is not the only set that spans $W$.
$endgroup$
– Arturo Magidin
Dec 13 '18 at 18:12
1
1
$begingroup$
@Tegernako $T: vmapsto 0$ for all $v$.
$endgroup$
– amd
Dec 13 '18 at 18:17
$begingroup$
@Tegernako $T: vmapsto 0$ for all $v$.
$endgroup$
– amd
Dec 13 '18 at 18:17
$begingroup$
I see. Basically every set will satisfy what we have, but not the 'then' part. Thanks a lot, cheers for the weekend!
$endgroup$
– Tegernako
Dec 13 '18 at 18:37
$begingroup$
I see. Basically every set will satisfy what we have, but not the 'then' part. Thanks a lot, cheers for the weekend!
$endgroup$
– Tegernako
Dec 13 '18 at 18:37
add a comment |
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$begingroup$
Changed it, the question remains the same. Cant figure out how to prove or disprove the second claim.
$endgroup$
– Tegernako
Dec 13 '18 at 18:04
$begingroup$
What if $dim Vgtdim W$?
$endgroup$
– amd
Dec 13 '18 at 18:16