Conditions of a set of vectors, so that a specific linear map is injective/surjective












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Let $m in Bbb N$ and $v_1,dots,v_m in V$ be distinct vectors. Furthermore let $Acolon ={v_1,dots,v_m} $ and $$T: Bbb K^m to V \ T(x_1,dots,x_m) = x_1v_1+dots+x_mv_m$$ be a linear map.



Under what conditions on $A$ is $T$ injective and surjective?





My Solution:



$A$ must be a basis for $V$, because:





  • Let $A$ be linearly independent: Then $lambda_1v_1+dotslambda_mv_m = 0$ has only the trivial solution.



    $T$ is injective iff $ker T = {0}$. Let $k in ker T$, so $k_1v_1+dots+k_mv_m = 0$. Now using equating the coefficients, we get
    $$lambda_1v_1+dots+lambda_mv_m = k_1v_1+dots+k_mv_m Rightarrow lambda_1 = k_1 = dots = lambda_m = k_m = 0$$
    because of the linearly independence of $A$.



    Therefore $ker T = {0}$.




  • Let $A$ be a spanning set of $V$:



    $T$ is surjective iff $im T = V$. Because $A$ is a spanning set and $T$ can be interpreted as mapping all linear combinations of $A$, we get $im T = V$.




Is this correct?










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    0












    $begingroup$


    Let $m in Bbb N$ and $v_1,dots,v_m in V$ be distinct vectors. Furthermore let $Acolon ={v_1,dots,v_m} $ and $$T: Bbb K^m to V \ T(x_1,dots,x_m) = x_1v_1+dots+x_mv_m$$ be a linear map.



    Under what conditions on $A$ is $T$ injective and surjective?





    My Solution:



    $A$ must be a basis for $V$, because:





    • Let $A$ be linearly independent: Then $lambda_1v_1+dotslambda_mv_m = 0$ has only the trivial solution.



      $T$ is injective iff $ker T = {0}$. Let $k in ker T$, so $k_1v_1+dots+k_mv_m = 0$. Now using equating the coefficients, we get
      $$lambda_1v_1+dots+lambda_mv_m = k_1v_1+dots+k_mv_m Rightarrow lambda_1 = k_1 = dots = lambda_m = k_m = 0$$
      because of the linearly independence of $A$.



      Therefore $ker T = {0}$.




    • Let $A$ be a spanning set of $V$:



      $T$ is surjective iff $im T = V$. Because $A$ is a spanning set and $T$ can be interpreted as mapping all linear combinations of $A$, we get $im T = V$.




    Is this correct?










    share|cite|improve this question









    $endgroup$















      0












      0








      0





      $begingroup$


      Let $m in Bbb N$ and $v_1,dots,v_m in V$ be distinct vectors. Furthermore let $Acolon ={v_1,dots,v_m} $ and $$T: Bbb K^m to V \ T(x_1,dots,x_m) = x_1v_1+dots+x_mv_m$$ be a linear map.



      Under what conditions on $A$ is $T$ injective and surjective?





      My Solution:



      $A$ must be a basis for $V$, because:





      • Let $A$ be linearly independent: Then $lambda_1v_1+dotslambda_mv_m = 0$ has only the trivial solution.



        $T$ is injective iff $ker T = {0}$. Let $k in ker T$, so $k_1v_1+dots+k_mv_m = 0$. Now using equating the coefficients, we get
        $$lambda_1v_1+dots+lambda_mv_m = k_1v_1+dots+k_mv_m Rightarrow lambda_1 = k_1 = dots = lambda_m = k_m = 0$$
        because of the linearly independence of $A$.



        Therefore $ker T = {0}$.




      • Let $A$ be a spanning set of $V$:



        $T$ is surjective iff $im T = V$. Because $A$ is a spanning set and $T$ can be interpreted as mapping all linear combinations of $A$, we get $im T = V$.




      Is this correct?










      share|cite|improve this question









      $endgroup$




      Let $m in Bbb N$ and $v_1,dots,v_m in V$ be distinct vectors. Furthermore let $Acolon ={v_1,dots,v_m} $ and $$T: Bbb K^m to V \ T(x_1,dots,x_m) = x_1v_1+dots+x_mv_m$$ be a linear map.



      Under what conditions on $A$ is $T$ injective and surjective?





      My Solution:



      $A$ must be a basis for $V$, because:





      • Let $A$ be linearly independent: Then $lambda_1v_1+dotslambda_mv_m = 0$ has only the trivial solution.



        $T$ is injective iff $ker T = {0}$. Let $k in ker T$, so $k_1v_1+dots+k_mv_m = 0$. Now using equating the coefficients, we get
        $$lambda_1v_1+dots+lambda_mv_m = k_1v_1+dots+k_mv_m Rightarrow lambda_1 = k_1 = dots = lambda_m = k_m = 0$$
        because of the linearly independence of $A$.



        Therefore $ker T = {0}$.




      • Let $A$ be a spanning set of $V$:



        $T$ is surjective iff $im T = V$. Because $A$ is a spanning set and $T$ can be interpreted as mapping all linear combinations of $A$, we get $im T = V$.




      Is this correct?







      linear-algebra abstract-algebra linear-transformations






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      asked Jan 20 at 10:55









      strelsolstrelsol

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          $begingroup$

          Well, your intuition has not led you astray. These are indeed the correct characterisations of injectivity and surjectivity of $T$.



          In terms of your write-up, I do have some concerns. The question could be interpreted a few ways, but I seem to think it wants a characterisation (meaning an "if and only if" condition) for $T$ being bijective. In the first part, you only showed that $A$ being linearly independent implied $T$ is injective. You should probably show the other direction too.



          As for the second part, I would probably want to see more detail if I were grading this as part of an assignment. Leave no room for doubt in my mind that you know what you're talking about!






          share|cite|improve this answer









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            $begingroup$

            Well, your intuition has not led you astray. These are indeed the correct characterisations of injectivity and surjectivity of $T$.



            In terms of your write-up, I do have some concerns. The question could be interpreted a few ways, but I seem to think it wants a characterisation (meaning an "if and only if" condition) for $T$ being bijective. In the first part, you only showed that $A$ being linearly independent implied $T$ is injective. You should probably show the other direction too.



            As for the second part, I would probably want to see more detail if I were grading this as part of an assignment. Leave no room for doubt in my mind that you know what you're talking about!






            share|cite|improve this answer









            $endgroup$


















              1












              $begingroup$

              Well, your intuition has not led you astray. These are indeed the correct characterisations of injectivity and surjectivity of $T$.



              In terms of your write-up, I do have some concerns. The question could be interpreted a few ways, but I seem to think it wants a characterisation (meaning an "if and only if" condition) for $T$ being bijective. In the first part, you only showed that $A$ being linearly independent implied $T$ is injective. You should probably show the other direction too.



              As for the second part, I would probably want to see more detail if I were grading this as part of an assignment. Leave no room for doubt in my mind that you know what you're talking about!






              share|cite|improve this answer









              $endgroup$
















                1












                1








                1





                $begingroup$

                Well, your intuition has not led you astray. These are indeed the correct characterisations of injectivity and surjectivity of $T$.



                In terms of your write-up, I do have some concerns. The question could be interpreted a few ways, but I seem to think it wants a characterisation (meaning an "if and only if" condition) for $T$ being bijective. In the first part, you only showed that $A$ being linearly independent implied $T$ is injective. You should probably show the other direction too.



                As for the second part, I would probably want to see more detail if I were grading this as part of an assignment. Leave no room for doubt in my mind that you know what you're talking about!






                share|cite|improve this answer









                $endgroup$



                Well, your intuition has not led you astray. These are indeed the correct characterisations of injectivity and surjectivity of $T$.



                In terms of your write-up, I do have some concerns. The question could be interpreted a few ways, but I seem to think it wants a characterisation (meaning an "if and only if" condition) for $T$ being bijective. In the first part, you only showed that $A$ being linearly independent implied $T$ is injective. You should probably show the other direction too.



                As for the second part, I would probably want to see more detail if I were grading this as part of an assignment. Leave no room for doubt in my mind that you know what you're talking about!







                share|cite|improve this answer












                share|cite|improve this answer



                share|cite|improve this answer










                answered Jan 20 at 11:17









                Theo BenditTheo Bendit

                19.2k12353




                19.2k12353






























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