Is there a name for this particular type of matrix?











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Consider the following matrix structure:



$$
M = begin{pmatrix}
a & d & c & c \
d & a & b & b \
c & b & a & e \
c & b & e & a
end{pmatrix}
$$



It is a real, symmetric matrix.
I'm looking into physical properties (spin correlations) of a model that are described by a matrix of this structure.



Qn: Does anyone recognize this matrix as any special type of matrix?





It has the following (weird) property:



Consider its inverse, $M^{-1}$. Its elements are extremely complicated, for example the (3,3) element is:



$$
(M^{-1})_{3,3} = frac{a left(a^{2} - d^{2}right) left(left(a^{2} - c^{2}right) left(a^{2} - d^{2}right) - left(a b - c dright)^{2}right)}{left(left(a^{2} - c^{2}right) left(a^{2} - d^{2}right) - left(a b - c dright)^{2}right)^{2} - left(left(a^{2} - d^{2}right) left(a e - c^{2}right) - left(a b - c dright)^{2}right)^{2}}
$$

and the (3,4) element is:
$$
(M^{-1})_{3,4} = - frac{a left(a^{2} - d^{2}right) left(left(a^{2} - d^{2}right) left(a e - c^{2}right) - left(a b - c dright)^{2}right)}{left(left(a^{2} - c^{2}right) left(a^{2} - d^{2}right) - left(a b - c dright)^{2}right)^{2} - left(left(a^{2} - d^{2}right) left(a e - c^{2}right) - left(a b - c dright)^{2}right)^{2}}
$$



but their difference is extremely simple:
$$
(M^{-1})_{3,3} - (M^{-1})_{3,4} = boxed{frac{1}{a-e}}
$$



You can use Mathematica etc. to verify.



But I realized, this is just the same as considering the (3,4) subblock:
$$
M' = begin{pmatrix} a & e\e & a end{pmatrix}
$$

and its inverse is trivial:
$$
(M')^{-1} = frac{1}{(a+e)(a-e)} begin{pmatrix} a & -e\-e & a end{pmatrix}
$$



And the difference between the diagonal and off-diagonal elements:
$$
(M'^{-1})_{1,1} - (M'^{-1})_{1,2} = boxed{frac{1}{a-e}}
$$

is exactly the same as before!



Is this just a coincidence or is there some justification to just considering a subblock $M'$ instead of the full $M$ when taking the inverse?










share|cite|improve this question


























    up vote
    1
    down vote

    favorite
    2












    Consider the following matrix structure:



    $$
    M = begin{pmatrix}
    a & d & c & c \
    d & a & b & b \
    c & b & a & e \
    c & b & e & a
    end{pmatrix}
    $$



    It is a real, symmetric matrix.
    I'm looking into physical properties (spin correlations) of a model that are described by a matrix of this structure.



    Qn: Does anyone recognize this matrix as any special type of matrix?





    It has the following (weird) property:



    Consider its inverse, $M^{-1}$. Its elements are extremely complicated, for example the (3,3) element is:



    $$
    (M^{-1})_{3,3} = frac{a left(a^{2} - d^{2}right) left(left(a^{2} - c^{2}right) left(a^{2} - d^{2}right) - left(a b - c dright)^{2}right)}{left(left(a^{2} - c^{2}right) left(a^{2} - d^{2}right) - left(a b - c dright)^{2}right)^{2} - left(left(a^{2} - d^{2}right) left(a e - c^{2}right) - left(a b - c dright)^{2}right)^{2}}
    $$

    and the (3,4) element is:
    $$
    (M^{-1})_{3,4} = - frac{a left(a^{2} - d^{2}right) left(left(a^{2} - d^{2}right) left(a e - c^{2}right) - left(a b - c dright)^{2}right)}{left(left(a^{2} - c^{2}right) left(a^{2} - d^{2}right) - left(a b - c dright)^{2}right)^{2} - left(left(a^{2} - d^{2}right) left(a e - c^{2}right) - left(a b - c dright)^{2}right)^{2}}
    $$



    but their difference is extremely simple:
    $$
    (M^{-1})_{3,3} - (M^{-1})_{3,4} = boxed{frac{1}{a-e}}
    $$



    You can use Mathematica etc. to verify.



    But I realized, this is just the same as considering the (3,4) subblock:
    $$
    M' = begin{pmatrix} a & e\e & a end{pmatrix}
    $$

    and its inverse is trivial:
    $$
    (M')^{-1} = frac{1}{(a+e)(a-e)} begin{pmatrix} a & -e\-e & a end{pmatrix}
    $$



    And the difference between the diagonal and off-diagonal elements:
    $$
    (M'^{-1})_{1,1} - (M'^{-1})_{1,2} = boxed{frac{1}{a-e}}
    $$

    is exactly the same as before!



    Is this just a coincidence or is there some justification to just considering a subblock $M'$ instead of the full $M$ when taking the inverse?










    share|cite|improve this question
























      up vote
      1
      down vote

      favorite
      2









      up vote
      1
      down vote

      favorite
      2






      2





      Consider the following matrix structure:



      $$
      M = begin{pmatrix}
      a & d & c & c \
      d & a & b & b \
      c & b & a & e \
      c & b & e & a
      end{pmatrix}
      $$



      It is a real, symmetric matrix.
      I'm looking into physical properties (spin correlations) of a model that are described by a matrix of this structure.



      Qn: Does anyone recognize this matrix as any special type of matrix?





      It has the following (weird) property:



      Consider its inverse, $M^{-1}$. Its elements are extremely complicated, for example the (3,3) element is:



      $$
      (M^{-1})_{3,3} = frac{a left(a^{2} - d^{2}right) left(left(a^{2} - c^{2}right) left(a^{2} - d^{2}right) - left(a b - c dright)^{2}right)}{left(left(a^{2} - c^{2}right) left(a^{2} - d^{2}right) - left(a b - c dright)^{2}right)^{2} - left(left(a^{2} - d^{2}right) left(a e - c^{2}right) - left(a b - c dright)^{2}right)^{2}}
      $$

      and the (3,4) element is:
      $$
      (M^{-1})_{3,4} = - frac{a left(a^{2} - d^{2}right) left(left(a^{2} - d^{2}right) left(a e - c^{2}right) - left(a b - c dright)^{2}right)}{left(left(a^{2} - c^{2}right) left(a^{2} - d^{2}right) - left(a b - c dright)^{2}right)^{2} - left(left(a^{2} - d^{2}right) left(a e - c^{2}right) - left(a b - c dright)^{2}right)^{2}}
      $$



      but their difference is extremely simple:
      $$
      (M^{-1})_{3,3} - (M^{-1})_{3,4} = boxed{frac{1}{a-e}}
      $$



      You can use Mathematica etc. to verify.



      But I realized, this is just the same as considering the (3,4) subblock:
      $$
      M' = begin{pmatrix} a & e\e & a end{pmatrix}
      $$

      and its inverse is trivial:
      $$
      (M')^{-1} = frac{1}{(a+e)(a-e)} begin{pmatrix} a & -e\-e & a end{pmatrix}
      $$



      And the difference between the diagonal and off-diagonal elements:
      $$
      (M'^{-1})_{1,1} - (M'^{-1})_{1,2} = boxed{frac{1}{a-e}}
      $$

      is exactly the same as before!



      Is this just a coincidence or is there some justification to just considering a subblock $M'$ instead of the full $M$ when taking the inverse?










      share|cite|improve this question













      Consider the following matrix structure:



      $$
      M = begin{pmatrix}
      a & d & c & c \
      d & a & b & b \
      c & b & a & e \
      c & b & e & a
      end{pmatrix}
      $$



      It is a real, symmetric matrix.
      I'm looking into physical properties (spin correlations) of a model that are described by a matrix of this structure.



      Qn: Does anyone recognize this matrix as any special type of matrix?





      It has the following (weird) property:



      Consider its inverse, $M^{-1}$. Its elements are extremely complicated, for example the (3,3) element is:



      $$
      (M^{-1})_{3,3} = frac{a left(a^{2} - d^{2}right) left(left(a^{2} - c^{2}right) left(a^{2} - d^{2}right) - left(a b - c dright)^{2}right)}{left(left(a^{2} - c^{2}right) left(a^{2} - d^{2}right) - left(a b - c dright)^{2}right)^{2} - left(left(a^{2} - d^{2}right) left(a e - c^{2}right) - left(a b - c dright)^{2}right)^{2}}
      $$

      and the (3,4) element is:
      $$
      (M^{-1})_{3,4} = - frac{a left(a^{2} - d^{2}right) left(left(a^{2} - d^{2}right) left(a e - c^{2}right) - left(a b - c dright)^{2}right)}{left(left(a^{2} - c^{2}right) left(a^{2} - d^{2}right) - left(a b - c dright)^{2}right)^{2} - left(left(a^{2} - d^{2}right) left(a e - c^{2}right) - left(a b - c dright)^{2}right)^{2}}
      $$



      but their difference is extremely simple:
      $$
      (M^{-1})_{3,3} - (M^{-1})_{3,4} = boxed{frac{1}{a-e}}
      $$



      You can use Mathematica etc. to verify.



      But I realized, this is just the same as considering the (3,4) subblock:
      $$
      M' = begin{pmatrix} a & e\e & a end{pmatrix}
      $$

      and its inverse is trivial:
      $$
      (M')^{-1} = frac{1}{(a+e)(a-e)} begin{pmatrix} a & -e\-e & a end{pmatrix}
      $$



      And the difference between the diagonal and off-diagonal elements:
      $$
      (M'^{-1})_{1,1} - (M'^{-1})_{1,2} = boxed{frac{1}{a-e}}
      $$

      is exactly the same as before!



      Is this just a coincidence or is there some justification to just considering a subblock $M'$ instead of the full $M$ when taking the inverse?







      linear-algebra matrices inverse block-matrices






      share|cite|improve this question













      share|cite|improve this question











      share|cite|improve this question




      share|cite|improve this question










      asked Oct 22 at 19:03









      ksgj1

      1356




      1356






















          1 Answer
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          accepted










          I don't know the physics, but the phenomenon you described can be explained mathematically as follows. Suppose $M$ is an invertible matrix of the form $pmatrix{X&pv^T\ uq^T&Z}$, where $X,Z$ are invertible matrices of the same sizes and $p,q,u,v$ are some vectors. Then $M^{-1}$ is in the form of $pmatrix{ast&ast\ ast&S^{-1}}$, where
          $$
          S=Z-(uq^T)X^{-1}(pv^T)=Z-beta uv^T
          $$

          is the Schur complement of $Z$ in $X$ and $beta (=q^TX^{-1}p)$ is some scalar. Since $S$ is a rank-$1$ modifiction of $Z$, by Sherman-Morrison formula, $S^{-1}$ is also a rank-$1$ modification of $Z^{-1}$, with
          $$
          S^{-1}
          =Z^{-1}+frac{beta Z^{-1}uv^TZ^{-1}}{1+beta v^TZ^{-1}u}
          =Z^{-1}+gamma Z^{-1}uv^TZ^{-1}tag{1}
          $$

          for some scalar $gamma (=beta/(1+beta v^TZ^{-1}u))$.



          In your case, $Z=pmatrix{a&e\ e&a}$ and $u=v=pmatrix{1\ 1}$. Therefore all elements of $Z^{-1}uv^TZ^{-1}$ are identical to each other. It follows from $(1)$ that $S^{-1}$ is obtained by shifting the entries of $Z^{-1}$ by the same constant. Therefore $
          (M^{-1})_{33}-(M^{-1})_{34}=(S^{-1})_{11}-(S^{-1})_{12}=(Z^{-1})_{11}-(Z^{-1})_{12}$
          .






          share|cite|improve this answer























          • Wow, that's amazing. Thank you.
            – ksgj1
            Oct 23 at 0:09










          • Can I double check the Sherman-Morrison formula. Should it not be $Z^{-1} + frac{...}{1-...}$? because here $S = Z - beta u v^T$, not $S = Z+beta u v^T$. (I'm comparing directly to the wiki page you linked)
            – ksgj1
            Nov 24 at 3:27












          • @ksgj1 Yes, fixed now. Thanks for catching the typo.
            – user1551
            Nov 24 at 6:27











          Your Answer





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          1 Answer
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          active

          oldest

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          active

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          up vote
          4
          down vote



          accepted










          I don't know the physics, but the phenomenon you described can be explained mathematically as follows. Suppose $M$ is an invertible matrix of the form $pmatrix{X&pv^T\ uq^T&Z}$, where $X,Z$ are invertible matrices of the same sizes and $p,q,u,v$ are some vectors. Then $M^{-1}$ is in the form of $pmatrix{ast&ast\ ast&S^{-1}}$, where
          $$
          S=Z-(uq^T)X^{-1}(pv^T)=Z-beta uv^T
          $$

          is the Schur complement of $Z$ in $X$ and $beta (=q^TX^{-1}p)$ is some scalar. Since $S$ is a rank-$1$ modifiction of $Z$, by Sherman-Morrison formula, $S^{-1}$ is also a rank-$1$ modification of $Z^{-1}$, with
          $$
          S^{-1}
          =Z^{-1}+frac{beta Z^{-1}uv^TZ^{-1}}{1+beta v^TZ^{-1}u}
          =Z^{-1}+gamma Z^{-1}uv^TZ^{-1}tag{1}
          $$

          for some scalar $gamma (=beta/(1+beta v^TZ^{-1}u))$.



          In your case, $Z=pmatrix{a&e\ e&a}$ and $u=v=pmatrix{1\ 1}$. Therefore all elements of $Z^{-1}uv^TZ^{-1}$ are identical to each other. It follows from $(1)$ that $S^{-1}$ is obtained by shifting the entries of $Z^{-1}$ by the same constant. Therefore $
          (M^{-1})_{33}-(M^{-1})_{34}=(S^{-1})_{11}-(S^{-1})_{12}=(Z^{-1})_{11}-(Z^{-1})_{12}$
          .






          share|cite|improve this answer























          • Wow, that's amazing. Thank you.
            – ksgj1
            Oct 23 at 0:09










          • Can I double check the Sherman-Morrison formula. Should it not be $Z^{-1} + frac{...}{1-...}$? because here $S = Z - beta u v^T$, not $S = Z+beta u v^T$. (I'm comparing directly to the wiki page you linked)
            – ksgj1
            Nov 24 at 3:27












          • @ksgj1 Yes, fixed now. Thanks for catching the typo.
            – user1551
            Nov 24 at 6:27















          up vote
          4
          down vote



          accepted










          I don't know the physics, but the phenomenon you described can be explained mathematically as follows. Suppose $M$ is an invertible matrix of the form $pmatrix{X&pv^T\ uq^T&Z}$, where $X,Z$ are invertible matrices of the same sizes and $p,q,u,v$ are some vectors. Then $M^{-1}$ is in the form of $pmatrix{ast&ast\ ast&S^{-1}}$, where
          $$
          S=Z-(uq^T)X^{-1}(pv^T)=Z-beta uv^T
          $$

          is the Schur complement of $Z$ in $X$ and $beta (=q^TX^{-1}p)$ is some scalar. Since $S$ is a rank-$1$ modifiction of $Z$, by Sherman-Morrison formula, $S^{-1}$ is also a rank-$1$ modification of $Z^{-1}$, with
          $$
          S^{-1}
          =Z^{-1}+frac{beta Z^{-1}uv^TZ^{-1}}{1+beta v^TZ^{-1}u}
          =Z^{-1}+gamma Z^{-1}uv^TZ^{-1}tag{1}
          $$

          for some scalar $gamma (=beta/(1+beta v^TZ^{-1}u))$.



          In your case, $Z=pmatrix{a&e\ e&a}$ and $u=v=pmatrix{1\ 1}$. Therefore all elements of $Z^{-1}uv^TZ^{-1}$ are identical to each other. It follows from $(1)$ that $S^{-1}$ is obtained by shifting the entries of $Z^{-1}$ by the same constant. Therefore $
          (M^{-1})_{33}-(M^{-1})_{34}=(S^{-1})_{11}-(S^{-1})_{12}=(Z^{-1})_{11}-(Z^{-1})_{12}$
          .






          share|cite|improve this answer























          • Wow, that's amazing. Thank you.
            – ksgj1
            Oct 23 at 0:09










          • Can I double check the Sherman-Morrison formula. Should it not be $Z^{-1} + frac{...}{1-...}$? because here $S = Z - beta u v^T$, not $S = Z+beta u v^T$. (I'm comparing directly to the wiki page you linked)
            – ksgj1
            Nov 24 at 3:27












          • @ksgj1 Yes, fixed now. Thanks for catching the typo.
            – user1551
            Nov 24 at 6:27













          up vote
          4
          down vote



          accepted







          up vote
          4
          down vote



          accepted






          I don't know the physics, but the phenomenon you described can be explained mathematically as follows. Suppose $M$ is an invertible matrix of the form $pmatrix{X&pv^T\ uq^T&Z}$, where $X,Z$ are invertible matrices of the same sizes and $p,q,u,v$ are some vectors. Then $M^{-1}$ is in the form of $pmatrix{ast&ast\ ast&S^{-1}}$, where
          $$
          S=Z-(uq^T)X^{-1}(pv^T)=Z-beta uv^T
          $$

          is the Schur complement of $Z$ in $X$ and $beta (=q^TX^{-1}p)$ is some scalar. Since $S$ is a rank-$1$ modifiction of $Z$, by Sherman-Morrison formula, $S^{-1}$ is also a rank-$1$ modification of $Z^{-1}$, with
          $$
          S^{-1}
          =Z^{-1}+frac{beta Z^{-1}uv^TZ^{-1}}{1+beta v^TZ^{-1}u}
          =Z^{-1}+gamma Z^{-1}uv^TZ^{-1}tag{1}
          $$

          for some scalar $gamma (=beta/(1+beta v^TZ^{-1}u))$.



          In your case, $Z=pmatrix{a&e\ e&a}$ and $u=v=pmatrix{1\ 1}$. Therefore all elements of $Z^{-1}uv^TZ^{-1}$ are identical to each other. It follows from $(1)$ that $S^{-1}$ is obtained by shifting the entries of $Z^{-1}$ by the same constant. Therefore $
          (M^{-1})_{33}-(M^{-1})_{34}=(S^{-1})_{11}-(S^{-1})_{12}=(Z^{-1})_{11}-(Z^{-1})_{12}$
          .






          share|cite|improve this answer














          I don't know the physics, but the phenomenon you described can be explained mathematically as follows. Suppose $M$ is an invertible matrix of the form $pmatrix{X&pv^T\ uq^T&Z}$, where $X,Z$ are invertible matrices of the same sizes and $p,q,u,v$ are some vectors. Then $M^{-1}$ is in the form of $pmatrix{ast&ast\ ast&S^{-1}}$, where
          $$
          S=Z-(uq^T)X^{-1}(pv^T)=Z-beta uv^T
          $$

          is the Schur complement of $Z$ in $X$ and $beta (=q^TX^{-1}p)$ is some scalar. Since $S$ is a rank-$1$ modifiction of $Z$, by Sherman-Morrison formula, $S^{-1}$ is also a rank-$1$ modification of $Z^{-1}$, with
          $$
          S^{-1}
          =Z^{-1}+frac{beta Z^{-1}uv^TZ^{-1}}{1+beta v^TZ^{-1}u}
          =Z^{-1}+gamma Z^{-1}uv^TZ^{-1}tag{1}
          $$

          for some scalar $gamma (=beta/(1+beta v^TZ^{-1}u))$.



          In your case, $Z=pmatrix{a&e\ e&a}$ and $u=v=pmatrix{1\ 1}$. Therefore all elements of $Z^{-1}uv^TZ^{-1}$ are identical to each other. It follows from $(1)$ that $S^{-1}$ is obtained by shifting the entries of $Z^{-1}$ by the same constant. Therefore $
          (M^{-1})_{33}-(M^{-1})_{34}=(S^{-1})_{11}-(S^{-1})_{12}=(Z^{-1})_{11}-(Z^{-1})_{12}$
          .







          share|cite|improve this answer














          share|cite|improve this answer



          share|cite|improve this answer








          edited Nov 24 at 6:27

























          answered Oct 22 at 22:00









          user1551

          70.5k566125




          70.5k566125












          • Wow, that's amazing. Thank you.
            – ksgj1
            Oct 23 at 0:09










          • Can I double check the Sherman-Morrison formula. Should it not be $Z^{-1} + frac{...}{1-...}$? because here $S = Z - beta u v^T$, not $S = Z+beta u v^T$. (I'm comparing directly to the wiki page you linked)
            – ksgj1
            Nov 24 at 3:27












          • @ksgj1 Yes, fixed now. Thanks for catching the typo.
            – user1551
            Nov 24 at 6:27


















          • Wow, that's amazing. Thank you.
            – ksgj1
            Oct 23 at 0:09










          • Can I double check the Sherman-Morrison formula. Should it not be $Z^{-1} + frac{...}{1-...}$? because here $S = Z - beta u v^T$, not $S = Z+beta u v^T$. (I'm comparing directly to the wiki page you linked)
            – ksgj1
            Nov 24 at 3:27












          • @ksgj1 Yes, fixed now. Thanks for catching the typo.
            – user1551
            Nov 24 at 6:27
















          Wow, that's amazing. Thank you.
          – ksgj1
          Oct 23 at 0:09




          Wow, that's amazing. Thank you.
          – ksgj1
          Oct 23 at 0:09












          Can I double check the Sherman-Morrison formula. Should it not be $Z^{-1} + frac{...}{1-...}$? because here $S = Z - beta u v^T$, not $S = Z+beta u v^T$. (I'm comparing directly to the wiki page you linked)
          – ksgj1
          Nov 24 at 3:27






          Can I double check the Sherman-Morrison formula. Should it not be $Z^{-1} + frac{...}{1-...}$? because here $S = Z - beta u v^T$, not $S = Z+beta u v^T$. (I'm comparing directly to the wiki page you linked)
          – ksgj1
          Nov 24 at 3:27














          @ksgj1 Yes, fixed now. Thanks for catching the typo.
          – user1551
          Nov 24 at 6:27




          @ksgj1 Yes, fixed now. Thanks for catching the typo.
          – user1551
          Nov 24 at 6:27


















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          Different font size/position of beamer's navigation symbols template's content depending on regular/plain...