Linear map over complex vector spaces
$begingroup$
I'm currently studying for my Linear Algebra exams coming up in January, thus going through some previous exam questions and I'm at the following.
Let $T:V_1rightarrow V_2$ denote a linear transformation between two complex vectorspaces with, $dim V_1=3,: dim V_2=4$. Furthermore there are two subspaces $U_1subseteq V_1$ and $U_2subseteq V_2$, both of dimension $1$, such that $T(U_1)=U_2$.
- A. Determine the possible values of $dim null: T$
- B. Determine the possible values of $dim ran : T$
- C. Determine whether $T$ is always injective, always non-injective, or both options can occur.
- D. Determine whether $T$ is always surjective, always non-surjective, or both options can occur.
- E. Define $S:U_1rightarrow U_2$ by $Su=Tu$ for all $uin U_1$. Determine whether $S$ is injective, surjective, invertible or not; or if different combinations can occur.
I've tried to get through the questions and my answer are.
A. and B. By the theorem $dim V=dim ran : T + dim null : T$, I should be able to answer both A and B by answering just one of them knowing $dim V_1=3$.
I choose to find $dim ran : T$.
Knowing that there are some subspaces of $V_1$ that are mapped to a subspace of $V_2$ with a dimension $>0$, gives that $dim ran : T>0$.
By the stated theorem, $dim ran : T$ can be either $1,2,3$, thus $dim null : T$ can be $0,1,2$.
C. The linear map is injective iff. $ null : T={0}$, so it can be both.
D. Mapping from a dimension to a higher dimension rejects the possibility of surjectivity. So it is never surjective.
E. I'm really not sure about this answer, but knowing that both subspaces $U_1,U_2$ are of the same dimension, I guess it makes the linear map an operator, which means that it is either surjective and injective thus invertible OR none of the statements. From the assumptions, $Su=Tu$ which implies $T=S$ or that they are isometric atleast? I think this means that $u=u$, thus making it injective, thus surjective and invertible?
I'm really not sure about my answers, and I hope i got some parts of it right. I hoping to get some tips or corrections. Thank you in advance!
Best regards
Jens.
linear-algebra
$endgroup$
add a comment |
$begingroup$
I'm currently studying for my Linear Algebra exams coming up in January, thus going through some previous exam questions and I'm at the following.
Let $T:V_1rightarrow V_2$ denote a linear transformation between two complex vectorspaces with, $dim V_1=3,: dim V_2=4$. Furthermore there are two subspaces $U_1subseteq V_1$ and $U_2subseteq V_2$, both of dimension $1$, such that $T(U_1)=U_2$.
- A. Determine the possible values of $dim null: T$
- B. Determine the possible values of $dim ran : T$
- C. Determine whether $T$ is always injective, always non-injective, or both options can occur.
- D. Determine whether $T$ is always surjective, always non-surjective, or both options can occur.
- E. Define $S:U_1rightarrow U_2$ by $Su=Tu$ for all $uin U_1$. Determine whether $S$ is injective, surjective, invertible or not; or if different combinations can occur.
I've tried to get through the questions and my answer are.
A. and B. By the theorem $dim V=dim ran : T + dim null : T$, I should be able to answer both A and B by answering just one of them knowing $dim V_1=3$.
I choose to find $dim ran : T$.
Knowing that there are some subspaces of $V_1$ that are mapped to a subspace of $V_2$ with a dimension $>0$, gives that $dim ran : T>0$.
By the stated theorem, $dim ran : T$ can be either $1,2,3$, thus $dim null : T$ can be $0,1,2$.
C. The linear map is injective iff. $ null : T={0}$, so it can be both.
D. Mapping from a dimension to a higher dimension rejects the possibility of surjectivity. So it is never surjective.
E. I'm really not sure about this answer, but knowing that both subspaces $U_1,U_2$ are of the same dimension, I guess it makes the linear map an operator, which means that it is either surjective and injective thus invertible OR none of the statements. From the assumptions, $Su=Tu$ which implies $T=S$ or that they are isometric atleast? I think this means that $u=u$, thus making it injective, thus surjective and invertible?
I'm really not sure about my answers, and I hope i got some parts of it right. I hoping to get some tips or corrections. Thank you in advance!
Best regards
Jens.
linear-algebra
$endgroup$
add a comment |
$begingroup$
I'm currently studying for my Linear Algebra exams coming up in January, thus going through some previous exam questions and I'm at the following.
Let $T:V_1rightarrow V_2$ denote a linear transformation between two complex vectorspaces with, $dim V_1=3,: dim V_2=4$. Furthermore there are two subspaces $U_1subseteq V_1$ and $U_2subseteq V_2$, both of dimension $1$, such that $T(U_1)=U_2$.
- A. Determine the possible values of $dim null: T$
- B. Determine the possible values of $dim ran : T$
- C. Determine whether $T$ is always injective, always non-injective, or both options can occur.
- D. Determine whether $T$ is always surjective, always non-surjective, or both options can occur.
- E. Define $S:U_1rightarrow U_2$ by $Su=Tu$ for all $uin U_1$. Determine whether $S$ is injective, surjective, invertible or not; or if different combinations can occur.
I've tried to get through the questions and my answer are.
A. and B. By the theorem $dim V=dim ran : T + dim null : T$, I should be able to answer both A and B by answering just one of them knowing $dim V_1=3$.
I choose to find $dim ran : T$.
Knowing that there are some subspaces of $V_1$ that are mapped to a subspace of $V_2$ with a dimension $>0$, gives that $dim ran : T>0$.
By the stated theorem, $dim ran : T$ can be either $1,2,3$, thus $dim null : T$ can be $0,1,2$.
C. The linear map is injective iff. $ null : T={0}$, so it can be both.
D. Mapping from a dimension to a higher dimension rejects the possibility of surjectivity. So it is never surjective.
E. I'm really not sure about this answer, but knowing that both subspaces $U_1,U_2$ are of the same dimension, I guess it makes the linear map an operator, which means that it is either surjective and injective thus invertible OR none of the statements. From the assumptions, $Su=Tu$ which implies $T=S$ or that they are isometric atleast? I think this means that $u=u$, thus making it injective, thus surjective and invertible?
I'm really not sure about my answers, and I hope i got some parts of it right. I hoping to get some tips or corrections. Thank you in advance!
Best regards
Jens.
linear-algebra
$endgroup$
I'm currently studying for my Linear Algebra exams coming up in January, thus going through some previous exam questions and I'm at the following.
Let $T:V_1rightarrow V_2$ denote a linear transformation between two complex vectorspaces with, $dim V_1=3,: dim V_2=4$. Furthermore there are two subspaces $U_1subseteq V_1$ and $U_2subseteq V_2$, both of dimension $1$, such that $T(U_1)=U_2$.
- A. Determine the possible values of $dim null: T$
- B. Determine the possible values of $dim ran : T$
- C. Determine whether $T$ is always injective, always non-injective, or both options can occur.
- D. Determine whether $T$ is always surjective, always non-surjective, or both options can occur.
- E. Define $S:U_1rightarrow U_2$ by $Su=Tu$ for all $uin U_1$. Determine whether $S$ is injective, surjective, invertible or not; or if different combinations can occur.
I've tried to get through the questions and my answer are.
A. and B. By the theorem $dim V=dim ran : T + dim null : T$, I should be able to answer both A and B by answering just one of them knowing $dim V_1=3$.
I choose to find $dim ran : T$.
Knowing that there are some subspaces of $V_1$ that are mapped to a subspace of $V_2$ with a dimension $>0$, gives that $dim ran : T>0$.
By the stated theorem, $dim ran : T$ can be either $1,2,3$, thus $dim null : T$ can be $0,1,2$.
C. The linear map is injective iff. $ null : T={0}$, so it can be both.
D. Mapping from a dimension to a higher dimension rejects the possibility of surjectivity. So it is never surjective.
E. I'm really not sure about this answer, but knowing that both subspaces $U_1,U_2$ are of the same dimension, I guess it makes the linear map an operator, which means that it is either surjective and injective thus invertible OR none of the statements. From the assumptions, $Su=Tu$ which implies $T=S$ or that they are isometric atleast? I think this means that $u=u$, thus making it injective, thus surjective and invertible?
I'm really not sure about my answers, and I hope i got some parts of it right. I hoping to get some tips or corrections. Thank you in advance!
Best regards
Jens.
linear-algebra
linear-algebra
edited Dec 28 '18 at 20:37
Jens Kramer
asked Dec 28 '18 at 20:26
Jens KramerJens Kramer
557
557
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$begingroup$
Parts A-D look good, but I think you misunderstood part E.
Part E is saying "let's take $T$ and restrict its domain to $U_1$." In other words, $S(u)=T(u)$ for all $u in U_1$, but is undefined for any $u in V$ outside of $U_1$.
Now, we are given that $T(U_1)=U_2$, so since $S(u)=T(u)$ for all $u in U_1$, this means that $S(U_1)=U_2$, as well. Thus, $S$ is surjective.
Furthermore, this means $S$ has image $U_2$, which has dimension 1, so the rank of $S$ is also $1$. By rank-nullity theorem:
$$text{rank } S+text{nullity }S=text{dim }U_1rightarrow 1+text{nullity }S=1rightarrowtext{nullity }S=0$$
Thus, since $S$ has nullity of $0$, it is also injective.
In short, $S$ is both surjective, because $S(U_1)=U_2$, and injective, because it has a nullity of $0$. Therefore, it is a bijection and thus invertible.
$endgroup$
$begingroup$
This makes a lot of sense, thank you. Happy holidays! :)
$endgroup$
– Jens Kramer
Dec 28 '18 at 20:46
add a comment |
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$begingroup$
Parts A-D look good, but I think you misunderstood part E.
Part E is saying "let's take $T$ and restrict its domain to $U_1$." In other words, $S(u)=T(u)$ for all $u in U_1$, but is undefined for any $u in V$ outside of $U_1$.
Now, we are given that $T(U_1)=U_2$, so since $S(u)=T(u)$ for all $u in U_1$, this means that $S(U_1)=U_2$, as well. Thus, $S$ is surjective.
Furthermore, this means $S$ has image $U_2$, which has dimension 1, so the rank of $S$ is also $1$. By rank-nullity theorem:
$$text{rank } S+text{nullity }S=text{dim }U_1rightarrow 1+text{nullity }S=1rightarrowtext{nullity }S=0$$
Thus, since $S$ has nullity of $0$, it is also injective.
In short, $S$ is both surjective, because $S(U_1)=U_2$, and injective, because it has a nullity of $0$. Therefore, it is a bijection and thus invertible.
$endgroup$
$begingroup$
This makes a lot of sense, thank you. Happy holidays! :)
$endgroup$
– Jens Kramer
Dec 28 '18 at 20:46
add a comment |
$begingroup$
Parts A-D look good, but I think you misunderstood part E.
Part E is saying "let's take $T$ and restrict its domain to $U_1$." In other words, $S(u)=T(u)$ for all $u in U_1$, but is undefined for any $u in V$ outside of $U_1$.
Now, we are given that $T(U_1)=U_2$, so since $S(u)=T(u)$ for all $u in U_1$, this means that $S(U_1)=U_2$, as well. Thus, $S$ is surjective.
Furthermore, this means $S$ has image $U_2$, which has dimension 1, so the rank of $S$ is also $1$. By rank-nullity theorem:
$$text{rank } S+text{nullity }S=text{dim }U_1rightarrow 1+text{nullity }S=1rightarrowtext{nullity }S=0$$
Thus, since $S$ has nullity of $0$, it is also injective.
In short, $S$ is both surjective, because $S(U_1)=U_2$, and injective, because it has a nullity of $0$. Therefore, it is a bijection and thus invertible.
$endgroup$
$begingroup$
This makes a lot of sense, thank you. Happy holidays! :)
$endgroup$
– Jens Kramer
Dec 28 '18 at 20:46
add a comment |
$begingroup$
Parts A-D look good, but I think you misunderstood part E.
Part E is saying "let's take $T$ and restrict its domain to $U_1$." In other words, $S(u)=T(u)$ for all $u in U_1$, but is undefined for any $u in V$ outside of $U_1$.
Now, we are given that $T(U_1)=U_2$, so since $S(u)=T(u)$ for all $u in U_1$, this means that $S(U_1)=U_2$, as well. Thus, $S$ is surjective.
Furthermore, this means $S$ has image $U_2$, which has dimension 1, so the rank of $S$ is also $1$. By rank-nullity theorem:
$$text{rank } S+text{nullity }S=text{dim }U_1rightarrow 1+text{nullity }S=1rightarrowtext{nullity }S=0$$
Thus, since $S$ has nullity of $0$, it is also injective.
In short, $S$ is both surjective, because $S(U_1)=U_2$, and injective, because it has a nullity of $0$. Therefore, it is a bijection and thus invertible.
$endgroup$
Parts A-D look good, but I think you misunderstood part E.
Part E is saying "let's take $T$ and restrict its domain to $U_1$." In other words, $S(u)=T(u)$ for all $u in U_1$, but is undefined for any $u in V$ outside of $U_1$.
Now, we are given that $T(U_1)=U_2$, so since $S(u)=T(u)$ for all $u in U_1$, this means that $S(U_1)=U_2$, as well. Thus, $S$ is surjective.
Furthermore, this means $S$ has image $U_2$, which has dimension 1, so the rank of $S$ is also $1$. By rank-nullity theorem:
$$text{rank } S+text{nullity }S=text{dim }U_1rightarrow 1+text{nullity }S=1rightarrowtext{nullity }S=0$$
Thus, since $S$ has nullity of $0$, it is also injective.
In short, $S$ is both surjective, because $S(U_1)=U_2$, and injective, because it has a nullity of $0$. Therefore, it is a bijection and thus invertible.
edited Dec 28 '18 at 20:43
answered Dec 28 '18 at 20:35
Noble MushtakNoble Mushtak
15.3k1835
15.3k1835
$begingroup$
This makes a lot of sense, thank you. Happy holidays! :)
$endgroup$
– Jens Kramer
Dec 28 '18 at 20:46
add a comment |
$begingroup$
This makes a lot of sense, thank you. Happy holidays! :)
$endgroup$
– Jens Kramer
Dec 28 '18 at 20:46
$begingroup$
This makes a lot of sense, thank you. Happy holidays! :)
$endgroup$
– Jens Kramer
Dec 28 '18 at 20:46
$begingroup$
This makes a lot of sense, thank you. Happy holidays! :)
$endgroup$
– Jens Kramer
Dec 28 '18 at 20:46
add a comment |
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