Showing that any square matrix in $mathbb{R}^{n times n}$ has a “square root”












4












$begingroup$


Prove that there exists $delta > 0$ so that for all square matrices $Ain mathbb{R}^{ntimes n}$ with $|A-I| < delta$ (where $I$ denotes the identity matrix) there exists $Bin mathbb{R}^{ntimes n}$ so that $B^2=A$.





My attempt so far:



$$A-I= begin{bmatrix}
a_{11}-1 & a_{12} & ... & a_{1n} \
a_{21} & a_{22}-1 & ... & a_{2n} \
vdots \
a_{n1} & a_{n2} & ... & a_{nn}-1 \
end{bmatrix} $$

Taking $x=(1,0,...,0)in mathbb{R}^n$, we have that
$$|A-I|_{op}=underset{|x|=1}{sup}|(A-I)x|= sqrt{(a_{11}-1)^2+...+a_{n1}^2}<delta$$
Intuitively, this seems to suggest that for each basis vector of $mathbb{R}^n$ means that $A-I$ can be made close to the zero matrix, and hence, close to being a diagonal matrix. But I am having trouble going from here. Anyone have any hints?










share|cite|improve this question









$endgroup$

















    4












    $begingroup$


    Prove that there exists $delta > 0$ so that for all square matrices $Ain mathbb{R}^{ntimes n}$ with $|A-I| < delta$ (where $I$ denotes the identity matrix) there exists $Bin mathbb{R}^{ntimes n}$ so that $B^2=A$.





    My attempt so far:



    $$A-I= begin{bmatrix}
    a_{11}-1 & a_{12} & ... & a_{1n} \
    a_{21} & a_{22}-1 & ... & a_{2n} \
    vdots \
    a_{n1} & a_{n2} & ... & a_{nn}-1 \
    end{bmatrix} $$

    Taking $x=(1,0,...,0)in mathbb{R}^n$, we have that
    $$|A-I|_{op}=underset{|x|=1}{sup}|(A-I)x|= sqrt{(a_{11}-1)^2+...+a_{n1}^2}<delta$$
    Intuitively, this seems to suggest that for each basis vector of $mathbb{R}^n$ means that $A-I$ can be made close to the zero matrix, and hence, close to being a diagonal matrix. But I am having trouble going from here. Anyone have any hints?










    share|cite|improve this question









    $endgroup$















      4












      4








      4


      2



      $begingroup$


      Prove that there exists $delta > 0$ so that for all square matrices $Ain mathbb{R}^{ntimes n}$ with $|A-I| < delta$ (where $I$ denotes the identity matrix) there exists $Bin mathbb{R}^{ntimes n}$ so that $B^2=A$.





      My attempt so far:



      $$A-I= begin{bmatrix}
      a_{11}-1 & a_{12} & ... & a_{1n} \
      a_{21} & a_{22}-1 & ... & a_{2n} \
      vdots \
      a_{n1} & a_{n2} & ... & a_{nn}-1 \
      end{bmatrix} $$

      Taking $x=(1,0,...,0)in mathbb{R}^n$, we have that
      $$|A-I|_{op}=underset{|x|=1}{sup}|(A-I)x|= sqrt{(a_{11}-1)^2+...+a_{n1}^2}<delta$$
      Intuitively, this seems to suggest that for each basis vector of $mathbb{R}^n$ means that $A-I$ can be made close to the zero matrix, and hence, close to being a diagonal matrix. But I am having trouble going from here. Anyone have any hints?










      share|cite|improve this question









      $endgroup$




      Prove that there exists $delta > 0$ so that for all square matrices $Ain mathbb{R}^{ntimes n}$ with $|A-I| < delta$ (where $I$ denotes the identity matrix) there exists $Bin mathbb{R}^{ntimes n}$ so that $B^2=A$.





      My attempt so far:



      $$A-I= begin{bmatrix}
      a_{11}-1 & a_{12} & ... & a_{1n} \
      a_{21} & a_{22}-1 & ... & a_{2n} \
      vdots \
      a_{n1} & a_{n2} & ... & a_{nn}-1 \
      end{bmatrix} $$

      Taking $x=(1,0,...,0)in mathbb{R}^n$, we have that
      $$|A-I|_{op}=underset{|x|=1}{sup}|(A-I)x|= sqrt{(a_{11}-1)^2+...+a_{n1}^2}<delta$$
      Intuitively, this seems to suggest that for each basis vector of $mathbb{R}^n$ means that $A-I$ can be made close to the zero matrix, and hence, close to being a diagonal matrix. But I am having trouble going from here. Anyone have any hints?







      real-analysis linear-algebra matrices






      share|cite|improve this question













      share|cite|improve this question











      share|cite|improve this question




      share|cite|improve this question










      asked Dec 13 '18 at 3:55









      Joe Man AnalysisJoe Man Analysis

      40619




      40619






















          3 Answers
          3






          active

          oldest

          votes


















          2












          $begingroup$

          Let



          $I subset U subset Bbb R^{n times n}, tag 1$



          where $U$ is open. Then we may define the matrix function



          $F(B) = B^2:U to Bbb R^{n times n}, tag 2$



          and we note that



          $F(I) = I^2 = I, tag 3$



          that is, $I$ is in the range of $F(B)$.



          $F(B) = B^2$ is in fact differentiable; we have, for $Delta in Bbb R^{n times n}$,



          $F(B + Delta) = (B + Delta)^2 = (B + Delta)(B + Delta) = B^2 + BDelta + Delta B + Delta^2, tag 4$



          $F(B + Delta) - F(B) - (B Delta + Delta B) = (B + Delta)^2 - B^2 - (BDelta + Delta B) = Delta^2; tag 5$



          $Vert F(B + Delta) - F(B) - (B Delta + Delta B) Vert = Vert (B + Delta)^2 - B^2 - (BDelta + Delta B) Vert = Vert Delta^2 Vert le Vert Delta Vert^2; tag 6$



          since



          $dfrac{Vert Delta Vert^2}{Vert Delta Vert} = Vert Delta Vert to 0 ; text{as} ; Delta to 0, tag 7$



          we see that $F(B)$ is differentiable and that its derivative is the linear map



          $DF(B)(Delta) = BDelta + Delta B; tag 8$



          thus



          $DF(I)(Delta) = I Delta + Delta I = 2 Delta, tag 9$



          which is clearly non-singular. It follows from the inverse function theorem that there is some neighborhood $V$ of $I$ and a function



          $R:V to U subset R^{n times n}, : R(I) = I, tag{10}$



          such that for $A in V$



          $F(R(A)) = (R(A))^2 = A; tag{11}$



          if we now choose $delta > 0$ sufficiently small we may ensure that the set



          $B(I, delta) = {A in Bbb R^{n times n}, ; Vert I - A Vert < delta } subset V, tag{12}$



          and thus for $A in B(I, delta)$ we may set



          $B = R(A), tag{13}$



          and we have



          $B^2 = (R(A))^2 = F(R(A)) = A, tag{14}$



          as desired. $OEDelta$






          share|cite|improve this answer











          $endgroup$





















            6












            $begingroup$

            Hint:



            $$
            sqrt{x}=sqrt{1-(1-x)}=sum_{k=0}^infty {1/2choose k} (x-1)^k
            $$

            By the binomial series. Can you use the above taking $x=A$ and proving it is a norm convergent series for a square root of $A$ with your bound?






            share|cite|improve this answer









            $endgroup$





















              4












              $begingroup$

              $x^{T}Axgeq x^{T}x+x^{T}(A-I)x geq (1-delta) x^{T}x geq 0$. Hence $A$ (being non -negative definite) is digonalizable with non-negative diagonal entries. Replace diagonal entries by their square roots to get $B$.






              share|cite|improve this answer









              $endgroup$













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                3 Answers
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                active

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                3 Answers
                3






                active

                oldest

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                active

                oldest

                votes






                active

                oldest

                votes









                2












                $begingroup$

                Let



                $I subset U subset Bbb R^{n times n}, tag 1$



                where $U$ is open. Then we may define the matrix function



                $F(B) = B^2:U to Bbb R^{n times n}, tag 2$



                and we note that



                $F(I) = I^2 = I, tag 3$



                that is, $I$ is in the range of $F(B)$.



                $F(B) = B^2$ is in fact differentiable; we have, for $Delta in Bbb R^{n times n}$,



                $F(B + Delta) = (B + Delta)^2 = (B + Delta)(B + Delta) = B^2 + BDelta + Delta B + Delta^2, tag 4$



                $F(B + Delta) - F(B) - (B Delta + Delta B) = (B + Delta)^2 - B^2 - (BDelta + Delta B) = Delta^2; tag 5$



                $Vert F(B + Delta) - F(B) - (B Delta + Delta B) Vert = Vert (B + Delta)^2 - B^2 - (BDelta + Delta B) Vert = Vert Delta^2 Vert le Vert Delta Vert^2; tag 6$



                since



                $dfrac{Vert Delta Vert^2}{Vert Delta Vert} = Vert Delta Vert to 0 ; text{as} ; Delta to 0, tag 7$



                we see that $F(B)$ is differentiable and that its derivative is the linear map



                $DF(B)(Delta) = BDelta + Delta B; tag 8$



                thus



                $DF(I)(Delta) = I Delta + Delta I = 2 Delta, tag 9$



                which is clearly non-singular. It follows from the inverse function theorem that there is some neighborhood $V$ of $I$ and a function



                $R:V to U subset R^{n times n}, : R(I) = I, tag{10}$



                such that for $A in V$



                $F(R(A)) = (R(A))^2 = A; tag{11}$



                if we now choose $delta > 0$ sufficiently small we may ensure that the set



                $B(I, delta) = {A in Bbb R^{n times n}, ; Vert I - A Vert < delta } subset V, tag{12}$



                and thus for $A in B(I, delta)$ we may set



                $B = R(A), tag{13}$



                and we have



                $B^2 = (R(A))^2 = F(R(A)) = A, tag{14}$



                as desired. $OEDelta$






                share|cite|improve this answer











                $endgroup$


















                  2












                  $begingroup$

                  Let



                  $I subset U subset Bbb R^{n times n}, tag 1$



                  where $U$ is open. Then we may define the matrix function



                  $F(B) = B^2:U to Bbb R^{n times n}, tag 2$



                  and we note that



                  $F(I) = I^2 = I, tag 3$



                  that is, $I$ is in the range of $F(B)$.



                  $F(B) = B^2$ is in fact differentiable; we have, for $Delta in Bbb R^{n times n}$,



                  $F(B + Delta) = (B + Delta)^2 = (B + Delta)(B + Delta) = B^2 + BDelta + Delta B + Delta^2, tag 4$



                  $F(B + Delta) - F(B) - (B Delta + Delta B) = (B + Delta)^2 - B^2 - (BDelta + Delta B) = Delta^2; tag 5$



                  $Vert F(B + Delta) - F(B) - (B Delta + Delta B) Vert = Vert (B + Delta)^2 - B^2 - (BDelta + Delta B) Vert = Vert Delta^2 Vert le Vert Delta Vert^2; tag 6$



                  since



                  $dfrac{Vert Delta Vert^2}{Vert Delta Vert} = Vert Delta Vert to 0 ; text{as} ; Delta to 0, tag 7$



                  we see that $F(B)$ is differentiable and that its derivative is the linear map



                  $DF(B)(Delta) = BDelta + Delta B; tag 8$



                  thus



                  $DF(I)(Delta) = I Delta + Delta I = 2 Delta, tag 9$



                  which is clearly non-singular. It follows from the inverse function theorem that there is some neighborhood $V$ of $I$ and a function



                  $R:V to U subset R^{n times n}, : R(I) = I, tag{10}$



                  such that for $A in V$



                  $F(R(A)) = (R(A))^2 = A; tag{11}$



                  if we now choose $delta > 0$ sufficiently small we may ensure that the set



                  $B(I, delta) = {A in Bbb R^{n times n}, ; Vert I - A Vert < delta } subset V, tag{12}$



                  and thus for $A in B(I, delta)$ we may set



                  $B = R(A), tag{13}$



                  and we have



                  $B^2 = (R(A))^2 = F(R(A)) = A, tag{14}$



                  as desired. $OEDelta$






                  share|cite|improve this answer











                  $endgroup$
















                    2












                    2








                    2





                    $begingroup$

                    Let



                    $I subset U subset Bbb R^{n times n}, tag 1$



                    where $U$ is open. Then we may define the matrix function



                    $F(B) = B^2:U to Bbb R^{n times n}, tag 2$



                    and we note that



                    $F(I) = I^2 = I, tag 3$



                    that is, $I$ is in the range of $F(B)$.



                    $F(B) = B^2$ is in fact differentiable; we have, for $Delta in Bbb R^{n times n}$,



                    $F(B + Delta) = (B + Delta)^2 = (B + Delta)(B + Delta) = B^2 + BDelta + Delta B + Delta^2, tag 4$



                    $F(B + Delta) - F(B) - (B Delta + Delta B) = (B + Delta)^2 - B^2 - (BDelta + Delta B) = Delta^2; tag 5$



                    $Vert F(B + Delta) - F(B) - (B Delta + Delta B) Vert = Vert (B + Delta)^2 - B^2 - (BDelta + Delta B) Vert = Vert Delta^2 Vert le Vert Delta Vert^2; tag 6$



                    since



                    $dfrac{Vert Delta Vert^2}{Vert Delta Vert} = Vert Delta Vert to 0 ; text{as} ; Delta to 0, tag 7$



                    we see that $F(B)$ is differentiable and that its derivative is the linear map



                    $DF(B)(Delta) = BDelta + Delta B; tag 8$



                    thus



                    $DF(I)(Delta) = I Delta + Delta I = 2 Delta, tag 9$



                    which is clearly non-singular. It follows from the inverse function theorem that there is some neighborhood $V$ of $I$ and a function



                    $R:V to U subset R^{n times n}, : R(I) = I, tag{10}$



                    such that for $A in V$



                    $F(R(A)) = (R(A))^2 = A; tag{11}$



                    if we now choose $delta > 0$ sufficiently small we may ensure that the set



                    $B(I, delta) = {A in Bbb R^{n times n}, ; Vert I - A Vert < delta } subset V, tag{12}$



                    and thus for $A in B(I, delta)$ we may set



                    $B = R(A), tag{13}$



                    and we have



                    $B^2 = (R(A))^2 = F(R(A)) = A, tag{14}$



                    as desired. $OEDelta$






                    share|cite|improve this answer











                    $endgroup$



                    Let



                    $I subset U subset Bbb R^{n times n}, tag 1$



                    where $U$ is open. Then we may define the matrix function



                    $F(B) = B^2:U to Bbb R^{n times n}, tag 2$



                    and we note that



                    $F(I) = I^2 = I, tag 3$



                    that is, $I$ is in the range of $F(B)$.



                    $F(B) = B^2$ is in fact differentiable; we have, for $Delta in Bbb R^{n times n}$,



                    $F(B + Delta) = (B + Delta)^2 = (B + Delta)(B + Delta) = B^2 + BDelta + Delta B + Delta^2, tag 4$



                    $F(B + Delta) - F(B) - (B Delta + Delta B) = (B + Delta)^2 - B^2 - (BDelta + Delta B) = Delta^2; tag 5$



                    $Vert F(B + Delta) - F(B) - (B Delta + Delta B) Vert = Vert (B + Delta)^2 - B^2 - (BDelta + Delta B) Vert = Vert Delta^2 Vert le Vert Delta Vert^2; tag 6$



                    since



                    $dfrac{Vert Delta Vert^2}{Vert Delta Vert} = Vert Delta Vert to 0 ; text{as} ; Delta to 0, tag 7$



                    we see that $F(B)$ is differentiable and that its derivative is the linear map



                    $DF(B)(Delta) = BDelta + Delta B; tag 8$



                    thus



                    $DF(I)(Delta) = I Delta + Delta I = 2 Delta, tag 9$



                    which is clearly non-singular. It follows from the inverse function theorem that there is some neighborhood $V$ of $I$ and a function



                    $R:V to U subset R^{n times n}, : R(I) = I, tag{10}$



                    such that for $A in V$



                    $F(R(A)) = (R(A))^2 = A; tag{11}$



                    if we now choose $delta > 0$ sufficiently small we may ensure that the set



                    $B(I, delta) = {A in Bbb R^{n times n}, ; Vert I - A Vert < delta } subset V, tag{12}$



                    and thus for $A in B(I, delta)$ we may set



                    $B = R(A), tag{13}$



                    and we have



                    $B^2 = (R(A))^2 = F(R(A)) = A, tag{14}$



                    as desired. $OEDelta$







                    share|cite|improve this answer














                    share|cite|improve this answer



                    share|cite|improve this answer








                    edited Dec 13 '18 at 17:55

























                    answered Dec 13 '18 at 17:31









                    Robert LewisRobert Lewis

                    46.5k23067




                    46.5k23067























                        6












                        $begingroup$

                        Hint:



                        $$
                        sqrt{x}=sqrt{1-(1-x)}=sum_{k=0}^infty {1/2choose k} (x-1)^k
                        $$

                        By the binomial series. Can you use the above taking $x=A$ and proving it is a norm convergent series for a square root of $A$ with your bound?






                        share|cite|improve this answer









                        $endgroup$


















                          6












                          $begingroup$

                          Hint:



                          $$
                          sqrt{x}=sqrt{1-(1-x)}=sum_{k=0}^infty {1/2choose k} (x-1)^k
                          $$

                          By the binomial series. Can you use the above taking $x=A$ and proving it is a norm convergent series for a square root of $A$ with your bound?






                          share|cite|improve this answer









                          $endgroup$
















                            6












                            6








                            6





                            $begingroup$

                            Hint:



                            $$
                            sqrt{x}=sqrt{1-(1-x)}=sum_{k=0}^infty {1/2choose k} (x-1)^k
                            $$

                            By the binomial series. Can you use the above taking $x=A$ and proving it is a norm convergent series for a square root of $A$ with your bound?






                            share|cite|improve this answer









                            $endgroup$



                            Hint:



                            $$
                            sqrt{x}=sqrt{1-(1-x)}=sum_{k=0}^infty {1/2choose k} (x-1)^k
                            $$

                            By the binomial series. Can you use the above taking $x=A$ and proving it is a norm convergent series for a square root of $A$ with your bound?







                            share|cite|improve this answer












                            share|cite|improve this answer



                            share|cite|improve this answer










                            answered Dec 13 '18 at 4:04









                            qbertqbert

                            22.1k32561




                            22.1k32561























                                4












                                $begingroup$

                                $x^{T}Axgeq x^{T}x+x^{T}(A-I)x geq (1-delta) x^{T}x geq 0$. Hence $A$ (being non -negative definite) is digonalizable with non-negative diagonal entries. Replace diagonal entries by their square roots to get $B$.






                                share|cite|improve this answer









                                $endgroup$


















                                  4












                                  $begingroup$

                                  $x^{T}Axgeq x^{T}x+x^{T}(A-I)x geq (1-delta) x^{T}x geq 0$. Hence $A$ (being non -negative definite) is digonalizable with non-negative diagonal entries. Replace diagonal entries by their square roots to get $B$.






                                  share|cite|improve this answer









                                  $endgroup$
















                                    4












                                    4








                                    4





                                    $begingroup$

                                    $x^{T}Axgeq x^{T}x+x^{T}(A-I)x geq (1-delta) x^{T}x geq 0$. Hence $A$ (being non -negative definite) is digonalizable with non-negative diagonal entries. Replace diagonal entries by their square roots to get $B$.






                                    share|cite|improve this answer









                                    $endgroup$



                                    $x^{T}Axgeq x^{T}x+x^{T}(A-I)x geq (1-delta) x^{T}x geq 0$. Hence $A$ (being non -negative definite) is digonalizable with non-negative diagonal entries. Replace diagonal entries by their square roots to get $B$.







                                    share|cite|improve this answer












                                    share|cite|improve this answer



                                    share|cite|improve this answer










                                    answered Dec 13 '18 at 5:32









                                    Kavi Rama MurthyKavi Rama Murthy

                                    60k42161




                                    60k42161






























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