Linear map over complex vector spaces












2












$begingroup$


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.










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$endgroup$

















    2












    $begingroup$


    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.










    share|cite|improve this question











    $endgroup$















      2












      2








      2





      $begingroup$


      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.










      share|cite|improve this question











      $endgroup$




      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






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      edited Dec 28 '18 at 20:37







      Jens Kramer

















      asked Dec 28 '18 at 20:26









      Jens KramerJens Kramer

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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.






          share|cite|improve this answer











          $endgroup$













          • $begingroup$
            This makes a lot of sense, thank you. Happy holidays! :)
            $endgroup$
            – Jens Kramer
            Dec 28 '18 at 20:46













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          1 Answer
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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.






          share|cite|improve this answer











          $endgroup$













          • $begingroup$
            This makes a lot of sense, thank you. Happy holidays! :)
            $endgroup$
            – Jens Kramer
            Dec 28 '18 at 20:46


















          4












          $begingroup$

          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.






          share|cite|improve this answer











          $endgroup$













          • $begingroup$
            This makes a lot of sense, thank you. Happy holidays! :)
            $endgroup$
            – Jens Kramer
            Dec 28 '18 at 20:46
















          4












          4








          4





          $begingroup$

          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.






          share|cite|improve this answer











          $endgroup$



          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.







          share|cite|improve this answer














          share|cite|improve this answer



          share|cite|improve this answer








          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




















          • $begingroup$
            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




















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