Is $A$ a linear transformation on $mathbbC^n$, where $A(u) = | u| u$?

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Is $A$ a linear transformation or not on $mathbbC^n$, where
$A(u) = |u| u$ and $|u| $ is the length of the vector $u$.



I know the definition of linear transformations: $T$ is linear if it satisfies



$$
T(mathbf x+mathbf y) = T(mathbf x) + T(mathbf y)\
T(cmathbf x) = cT(mathbf x)
$$



But here how can I apply it? I am confused. . .







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  • 1




    Take two arbitrary vectors and try to check the first rule.
    – Anik Bhowmick
    Aug 6 at 4:35






  • 2




    Hint: consider $mathbfx neq 0$ and $c = 2$.
    – Theo Bendit
    Aug 6 at 4:47














up vote
1
down vote

favorite
1












Is $A$ a linear transformation or not on $mathbbC^n$, where
$A(u) = |u| u$ and $|u| $ is the length of the vector $u$.



I know the definition of linear transformations: $T$ is linear if it satisfies



$$
T(mathbf x+mathbf y) = T(mathbf x) + T(mathbf y)\
T(cmathbf x) = cT(mathbf x)
$$



But here how can I apply it? I am confused. . .







share|cite|improve this question

















  • 1




    Take two arbitrary vectors and try to check the first rule.
    – Anik Bhowmick
    Aug 6 at 4:35






  • 2




    Hint: consider $mathbfx neq 0$ and $c = 2$.
    – Theo Bendit
    Aug 6 at 4:47












up vote
1
down vote

favorite
1









up vote
1
down vote

favorite
1






1





Is $A$ a linear transformation or not on $mathbbC^n$, where
$A(u) = |u| u$ and $|u| $ is the length of the vector $u$.



I know the definition of linear transformations: $T$ is linear if it satisfies



$$
T(mathbf x+mathbf y) = T(mathbf x) + T(mathbf y)\
T(cmathbf x) = cT(mathbf x)
$$



But here how can I apply it? I am confused. . .







share|cite|improve this question













Is $A$ a linear transformation or not on $mathbbC^n$, where
$A(u) = |u| u$ and $|u| $ is the length of the vector $u$.



I know the definition of linear transformations: $T$ is linear if it satisfies



$$
T(mathbf x+mathbf y) = T(mathbf x) + T(mathbf y)\
T(cmathbf x) = cT(mathbf x)
$$



But here how can I apply it? I am confused. . .









share|cite|improve this question












share|cite|improve this question




share|cite|improve this question








edited Aug 6 at 6:48









Brahadeesh

3,74931449




3,74931449









asked Aug 6 at 4:19









Messi fifa

1718




1718







  • 1




    Take two arbitrary vectors and try to check the first rule.
    – Anik Bhowmick
    Aug 6 at 4:35






  • 2




    Hint: consider $mathbfx neq 0$ and $c = 2$.
    – Theo Bendit
    Aug 6 at 4:47












  • 1




    Take two arbitrary vectors and try to check the first rule.
    – Anik Bhowmick
    Aug 6 at 4:35






  • 2




    Hint: consider $mathbfx neq 0$ and $c = 2$.
    – Theo Bendit
    Aug 6 at 4:47







1




1




Take two arbitrary vectors and try to check the first rule.
– Anik Bhowmick
Aug 6 at 4:35




Take two arbitrary vectors and try to check the first rule.
– Anik Bhowmick
Aug 6 at 4:35




2




2




Hint: consider $mathbfx neq 0$ and $c = 2$.
– Theo Bendit
Aug 6 at 4:47




Hint: consider $mathbfx neq 0$ and $c = 2$.
– Theo Bendit
Aug 6 at 4:47










2 Answers
2






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Since there is a factor of $| u |$ in the definition of $A(u)$, it means that $A$ is not scaling linearly. The magnitude of the scaling increases as the magnitude of the vector $u$ increases. But this contradicts the second property of a linear transformation, which essentially says that scaling is uniform.



So, we expect that $A$ is not linear. A good choice of $u$ to verify this is to take a nonzero vector $u$ and multiply it by a factor $c$ which is not equal to $1$, and then check. So, let's fix a nonzero $u in mathbbC^n$, say $u = (1,dots,1)$, and $c = 2$. Then, we get
$$
A(2u) = | 2u | cdot 2u = 4 | u | u.
$$
But if $A$ were linear, then we would have had $$A(2u) = 2 A(u) = 2 |u | u.$$ Since this is not the case, we have shown that $A$ is not linear.




Also note that the other answer by @GinoCHJ is incomplete. Merely knowing that $$A(u+v) leq A(u) + A(v) + | v| u + |u|v$$ does not imply that $A$ is not a linear transformation. Perhaps by some wicked magic it turns out that $|v| u + |u|v = 0$ for all $u,v in mathbbC^n$? Their answer would be satisfactorily completed if specific vectors $u$ and $v$ are produced such that the inequality is strict.






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    Let $u, v in mathbbC^n$, then
    beginalign*
    &A(u + v) = lVert u + v rVert(u + v) \
    Rightarrow &A(u + v) = lVert u + v rVert u + lVert u + v rVert v leq lVert u rVert u + lVert v rVert u + lVert u rVert v + lVert v rVert v \
    Rightarrow &A(u + v) leq A(u) + lVert v rVert u + lVert u rVert v + A(v)
    endalign*
    Hence, $A$ is not a linear transformation.






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      2 Answers
      2






      active

      oldest

      votes








      2 Answers
      2






      active

      oldest

      votes









      active

      oldest

      votes






      active

      oldest

      votes








      up vote
      3
      down vote



      accepted










      Since there is a factor of $| u |$ in the definition of $A(u)$, it means that $A$ is not scaling linearly. The magnitude of the scaling increases as the magnitude of the vector $u$ increases. But this contradicts the second property of a linear transformation, which essentially says that scaling is uniform.



      So, we expect that $A$ is not linear. A good choice of $u$ to verify this is to take a nonzero vector $u$ and multiply it by a factor $c$ which is not equal to $1$, and then check. So, let's fix a nonzero $u in mathbbC^n$, say $u = (1,dots,1)$, and $c = 2$. Then, we get
      $$
      A(2u) = | 2u | cdot 2u = 4 | u | u.
      $$
      But if $A$ were linear, then we would have had $$A(2u) = 2 A(u) = 2 |u | u.$$ Since this is not the case, we have shown that $A$ is not linear.




      Also note that the other answer by @GinoCHJ is incomplete. Merely knowing that $$A(u+v) leq A(u) + A(v) + | v| u + |u|v$$ does not imply that $A$ is not a linear transformation. Perhaps by some wicked magic it turns out that $|v| u + |u|v = 0$ for all $u,v in mathbbC^n$? Their answer would be satisfactorily completed if specific vectors $u$ and $v$ are produced such that the inequality is strict.






      share|cite|improve this answer



























        up vote
        3
        down vote



        accepted










        Since there is a factor of $| u |$ in the definition of $A(u)$, it means that $A$ is not scaling linearly. The magnitude of the scaling increases as the magnitude of the vector $u$ increases. But this contradicts the second property of a linear transformation, which essentially says that scaling is uniform.



        So, we expect that $A$ is not linear. A good choice of $u$ to verify this is to take a nonzero vector $u$ and multiply it by a factor $c$ which is not equal to $1$, and then check. So, let's fix a nonzero $u in mathbbC^n$, say $u = (1,dots,1)$, and $c = 2$. Then, we get
        $$
        A(2u) = | 2u | cdot 2u = 4 | u | u.
        $$
        But if $A$ were linear, then we would have had $$A(2u) = 2 A(u) = 2 |u | u.$$ Since this is not the case, we have shown that $A$ is not linear.




        Also note that the other answer by @GinoCHJ is incomplete. Merely knowing that $$A(u+v) leq A(u) + A(v) + | v| u + |u|v$$ does not imply that $A$ is not a linear transformation. Perhaps by some wicked magic it turns out that $|v| u + |u|v = 0$ for all $u,v in mathbbC^n$? Their answer would be satisfactorily completed if specific vectors $u$ and $v$ are produced such that the inequality is strict.






        share|cite|improve this answer

























          up vote
          3
          down vote



          accepted







          up vote
          3
          down vote



          accepted






          Since there is a factor of $| u |$ in the definition of $A(u)$, it means that $A$ is not scaling linearly. The magnitude of the scaling increases as the magnitude of the vector $u$ increases. But this contradicts the second property of a linear transformation, which essentially says that scaling is uniform.



          So, we expect that $A$ is not linear. A good choice of $u$ to verify this is to take a nonzero vector $u$ and multiply it by a factor $c$ which is not equal to $1$, and then check. So, let's fix a nonzero $u in mathbbC^n$, say $u = (1,dots,1)$, and $c = 2$. Then, we get
          $$
          A(2u) = | 2u | cdot 2u = 4 | u | u.
          $$
          But if $A$ were linear, then we would have had $$A(2u) = 2 A(u) = 2 |u | u.$$ Since this is not the case, we have shown that $A$ is not linear.




          Also note that the other answer by @GinoCHJ is incomplete. Merely knowing that $$A(u+v) leq A(u) + A(v) + | v| u + |u|v$$ does not imply that $A$ is not a linear transformation. Perhaps by some wicked magic it turns out that $|v| u + |u|v = 0$ for all $u,v in mathbbC^n$? Their answer would be satisfactorily completed if specific vectors $u$ and $v$ are produced such that the inequality is strict.






          share|cite|improve this answer















          Since there is a factor of $| u |$ in the definition of $A(u)$, it means that $A$ is not scaling linearly. The magnitude of the scaling increases as the magnitude of the vector $u$ increases. But this contradicts the second property of a linear transformation, which essentially says that scaling is uniform.



          So, we expect that $A$ is not linear. A good choice of $u$ to verify this is to take a nonzero vector $u$ and multiply it by a factor $c$ which is not equal to $1$, and then check. So, let's fix a nonzero $u in mathbbC^n$, say $u = (1,dots,1)$, and $c = 2$. Then, we get
          $$
          A(2u) = | 2u | cdot 2u = 4 | u | u.
          $$
          But if $A$ were linear, then we would have had $$A(2u) = 2 A(u) = 2 |u | u.$$ Since this is not the case, we have shown that $A$ is not linear.




          Also note that the other answer by @GinoCHJ is incomplete. Merely knowing that $$A(u+v) leq A(u) + A(v) + | v| u + |u|v$$ does not imply that $A$ is not a linear transformation. Perhaps by some wicked magic it turns out that $|v| u + |u|v = 0$ for all $u,v in mathbbC^n$? Their answer would be satisfactorily completed if specific vectors $u$ and $v$ are produced such that the inequality is strict.







          share|cite|improve this answer















          share|cite|improve this answer



          share|cite|improve this answer








          edited Aug 6 at 6:59


























          answered Aug 6 at 6:45









          Brahadeesh

          3,74931449




          3,74931449




















              up vote
              -1
              down vote













              Let $u, v in mathbbC^n$, then
              beginalign*
              &A(u + v) = lVert u + v rVert(u + v) \
              Rightarrow &A(u + v) = lVert u + v rVert u + lVert u + v rVert v leq lVert u rVert u + lVert v rVert u + lVert u rVert v + lVert v rVert v \
              Rightarrow &A(u + v) leq A(u) + lVert v rVert u + lVert u rVert v + A(v)
              endalign*
              Hence, $A$ is not a linear transformation.






              share|cite|improve this answer

























                up vote
                -1
                down vote













                Let $u, v in mathbbC^n$, then
                beginalign*
                &A(u + v) = lVert u + v rVert(u + v) \
                Rightarrow &A(u + v) = lVert u + v rVert u + lVert u + v rVert v leq lVert u rVert u + lVert v rVert u + lVert u rVert v + lVert v rVert v \
                Rightarrow &A(u + v) leq A(u) + lVert v rVert u + lVert u rVert v + A(v)
                endalign*
                Hence, $A$ is not a linear transformation.






                share|cite|improve this answer























                  up vote
                  -1
                  down vote










                  up vote
                  -1
                  down vote









                  Let $u, v in mathbbC^n$, then
                  beginalign*
                  &A(u + v) = lVert u + v rVert(u + v) \
                  Rightarrow &A(u + v) = lVert u + v rVert u + lVert u + v rVert v leq lVert u rVert u + lVert v rVert u + lVert u rVert v + lVert v rVert v \
                  Rightarrow &A(u + v) leq A(u) + lVert v rVert u + lVert u rVert v + A(v)
                  endalign*
                  Hence, $A$ is not a linear transformation.






                  share|cite|improve this answer













                  Let $u, v in mathbbC^n$, then
                  beginalign*
                  &A(u + v) = lVert u + v rVert(u + v) \
                  Rightarrow &A(u + v) = lVert u + v rVert u + lVert u + v rVert v leq lVert u rVert u + lVert v rVert u + lVert u rVert v + lVert v rVert v \
                  Rightarrow &A(u + v) leq A(u) + lVert v rVert u + lVert u rVert v + A(v)
                  endalign*
                  Hence, $A$ is not a linear transformation.







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                  share|cite|improve this answer











                  answered Aug 6 at 6:10









                  GinoCHJ

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