linear combination of some matrices is identity matrix












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Assume $T$ is a $ntimes n$ matrix over number field $mathbb{F}$. If $lambda$ is not an eigenvalue of $T$, we know $T-lambda E$ is invertible matrix where $E$ is the identity matrix. Now if we have $n$ different numbers $lambda_1,cdots,lambda_ninmathbb{F}$ and each one is not an eigenvalue of $T$, how to prove there exist $n$ numbers $a_1,cdots,a_ninmathbb{F}$ which satisfy $$sum_{k=1}^na_k(T-lambda_k E)^{-1}=E ?$$




I don't have much idea. I figured that it's sufficient to prove the case $mathbb{F}=mathbb{C}$. Because once we have $n$ complex numbers satisfying the equation, consider $mathbb{C}$ as a linear space over $mathbb{F}$ we can get $n$ numbers in $mathbb{F}$ satisfying the equation. And if we set the characteristic polynomial of $T$ is $p(x)$ and $$p(x)=g_k(x)(x-lambda_k)+p(lambda_k),$$ then $$(T-lambda_k E)^{-1}=frac{g_k(T)}{p(lambda_k)}.$$ But i don't know how to continue. Any help would be appreciated.










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  • $begingroup$
    (You're missing a minus sign...) If you can show that the $g_k$ are independent then they must span the space of polynomials of degree less than or equal to $n$, since that space has dimension $n$. So there exist scalars with $sum c_kg_k=1$ and you're done.
    $endgroup$
    – David C. Ullrich
    Dec 10 '18 at 16:10
















0












$begingroup$



Assume $T$ is a $ntimes n$ matrix over number field $mathbb{F}$. If $lambda$ is not an eigenvalue of $T$, we know $T-lambda E$ is invertible matrix where $E$ is the identity matrix. Now if we have $n$ different numbers $lambda_1,cdots,lambda_ninmathbb{F}$ and each one is not an eigenvalue of $T$, how to prove there exist $n$ numbers $a_1,cdots,a_ninmathbb{F}$ which satisfy $$sum_{k=1}^na_k(T-lambda_k E)^{-1}=E ?$$




I don't have much idea. I figured that it's sufficient to prove the case $mathbb{F}=mathbb{C}$. Because once we have $n$ complex numbers satisfying the equation, consider $mathbb{C}$ as a linear space over $mathbb{F}$ we can get $n$ numbers in $mathbb{F}$ satisfying the equation. And if we set the characteristic polynomial of $T$ is $p(x)$ and $$p(x)=g_k(x)(x-lambda_k)+p(lambda_k),$$ then $$(T-lambda_k E)^{-1}=frac{g_k(T)}{p(lambda_k)}.$$ But i don't know how to continue. Any help would be appreciated.










share|cite|improve this question











$endgroup$












  • $begingroup$
    (You're missing a minus sign...) If you can show that the $g_k$ are independent then they must span the space of polynomials of degree less than or equal to $n$, since that space has dimension $n$. So there exist scalars with $sum c_kg_k=1$ and you're done.
    $endgroup$
    – David C. Ullrich
    Dec 10 '18 at 16:10














0












0








0


2



$begingroup$



Assume $T$ is a $ntimes n$ matrix over number field $mathbb{F}$. If $lambda$ is not an eigenvalue of $T$, we know $T-lambda E$ is invertible matrix where $E$ is the identity matrix. Now if we have $n$ different numbers $lambda_1,cdots,lambda_ninmathbb{F}$ and each one is not an eigenvalue of $T$, how to prove there exist $n$ numbers $a_1,cdots,a_ninmathbb{F}$ which satisfy $$sum_{k=1}^na_k(T-lambda_k E)^{-1}=E ?$$




I don't have much idea. I figured that it's sufficient to prove the case $mathbb{F}=mathbb{C}$. Because once we have $n$ complex numbers satisfying the equation, consider $mathbb{C}$ as a linear space over $mathbb{F}$ we can get $n$ numbers in $mathbb{F}$ satisfying the equation. And if we set the characteristic polynomial of $T$ is $p(x)$ and $$p(x)=g_k(x)(x-lambda_k)+p(lambda_k),$$ then $$(T-lambda_k E)^{-1}=frac{g_k(T)}{p(lambda_k)}.$$ But i don't know how to continue. Any help would be appreciated.










share|cite|improve this question











$endgroup$





Assume $T$ is a $ntimes n$ matrix over number field $mathbb{F}$. If $lambda$ is not an eigenvalue of $T$, we know $T-lambda E$ is invertible matrix where $E$ is the identity matrix. Now if we have $n$ different numbers $lambda_1,cdots,lambda_ninmathbb{F}$ and each one is not an eigenvalue of $T$, how to prove there exist $n$ numbers $a_1,cdots,a_ninmathbb{F}$ which satisfy $$sum_{k=1}^na_k(T-lambda_k E)^{-1}=E ?$$




I don't have much idea. I figured that it's sufficient to prove the case $mathbb{F}=mathbb{C}$. Because once we have $n$ complex numbers satisfying the equation, consider $mathbb{C}$ as a linear space over $mathbb{F}$ we can get $n$ numbers in $mathbb{F}$ satisfying the equation. And if we set the characteristic polynomial of $T$ is $p(x)$ and $$p(x)=g_k(x)(x-lambda_k)+p(lambda_k),$$ then $$(T-lambda_k E)^{-1}=frac{g_k(T)}{p(lambda_k)}.$$ But i don't know how to continue. Any help would be appreciated.







linear-algebra polynomials eigenvalues-eigenvectors matrix-equations matrix-analysis






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share|cite|improve this question








edited Dec 10 '18 at 17:02







user593746

















asked Dec 10 '18 at 13:16









hctbhctb

1,010410




1,010410












  • $begingroup$
    (You're missing a minus sign...) If you can show that the $g_k$ are independent then they must span the space of polynomials of degree less than or equal to $n$, since that space has dimension $n$. So there exist scalars with $sum c_kg_k=1$ and you're done.
    $endgroup$
    – David C. Ullrich
    Dec 10 '18 at 16:10


















  • $begingroup$
    (You're missing a minus sign...) If you can show that the $g_k$ are independent then they must span the space of polynomials of degree less than or equal to $n$, since that space has dimension $n$. So there exist scalars with $sum c_kg_k=1$ and you're done.
    $endgroup$
    – David C. Ullrich
    Dec 10 '18 at 16:10
















$begingroup$
(You're missing a minus sign...) If you can show that the $g_k$ are independent then they must span the space of polynomials of degree less than or equal to $n$, since that space has dimension $n$. So there exist scalars with $sum c_kg_k=1$ and you're done.
$endgroup$
– David C. Ullrich
Dec 10 '18 at 16:10




$begingroup$
(You're missing a minus sign...) If you can show that the $g_k$ are independent then they must span the space of polynomials of degree less than or equal to $n$, since that space has dimension $n$. So there exist scalars with $sum c_kg_k=1$ and you're done.
$endgroup$
– David C. Ullrich
Dec 10 '18 at 16:10










2 Answers
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$begingroup$

Let $p(x)=det(xI-T)$ be the characteristic polynomial of $T$. Let $q(x)$ denote $prod_{i=1}^n(x-lambda_i)$. Then,
$$f(x)=q(x)-p(x)$$
is a polynomial of degree at most $n-1$. That is,
$$frac{f(x)}{q(x)}=sum_{i=1}^nfrac{a_i}{x-lambda_i}$$
for some $a_1,a_2,ldots,a_nin Bbb F$. To be precise, $$a_i=frac{f(lambda_i)}{ prod_{jneq i}(lambda_i-lambda_j)}=-frac{p(lambda_i)}{prod_{jneq i}(lambda_i-lambda_j)}=-frac{p(lambda_i)}{q'(lambda_i)}.$$
Therefore,
$$q(T)=q(T)-p(T)=f(T)=left(sum_{i=1}^na_i(T-lambda_i E)^{-1}right) q(T).$$
Since $q(T)$ is invertible, so
$$E=sum_{i=1}^na_i(T-lambda_iE)^{-1}=-sum_{i=1}^nfrac{p(lambda_i)}{prod_{jneq i}(lambda_i-lambda_j)}(T-lambda_i E)^{-1}.$$






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    $begingroup$

    The accepted answer is simply excellent. Partial fractions - not just for calculus!



    But the accepted answer doesn't say anything about why $f/q$ has a partial-fraction decomposition as claimed. It's possible to give a proof that "partial fractions work" in $Bbb C(x)$ using a little bit of complex analysis; in fact I'm guilty of publishing such a proof, in Complex Made Simple. Given that and the fact that the OP specifies that $Bbb F$ is a subfield of $Bbb C$ and says "I figured that it's sufficient to prove the case $Bbb F=Bbb C$", it seems possible that some readers might get the idea that the argument is specific to complex numbers.



    No, it works over any field. And here, since the $lambda_j$ are distinct, it turns out that it's much simpler than I realized until yesterday - I thought I'd share the argument.



    Notation is as above, except that $Bbb F$ is an arbitrary field. Define $$q_k(x)=frac{q(x)}{x-lambda_k}=prod_{jne k}(x-lambda_j).$$ We need to show that there exist scalars $a_j$ with $$f=sum a_jq_j.$$ Letting $V$ be the space of polynomials of degree no larger than $n-1$, it's enough to show that





    $q_1,dots,q_n$ span $V$.





    Since $dim(V)=n$ this is the same as





    $q_1,dots,q_n$ are independent.





    And that's more or less obvious: Say $$sum c_jq_j=0.$$



    Noting that $q_j(lambda_k)=0$ for $jne k$ this shows that $$0=sum_jc_jq_j(lambda_k)=c_kq_k(lambda_k);$$hence $c_k=0$, since $q_k(lambda_k)ne0$.






    share|cite|improve this answer











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      2 Answers
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      2 Answers
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      3












      $begingroup$

      Let $p(x)=det(xI-T)$ be the characteristic polynomial of $T$. Let $q(x)$ denote $prod_{i=1}^n(x-lambda_i)$. Then,
      $$f(x)=q(x)-p(x)$$
      is a polynomial of degree at most $n-1$. That is,
      $$frac{f(x)}{q(x)}=sum_{i=1}^nfrac{a_i}{x-lambda_i}$$
      for some $a_1,a_2,ldots,a_nin Bbb F$. To be precise, $$a_i=frac{f(lambda_i)}{ prod_{jneq i}(lambda_i-lambda_j)}=-frac{p(lambda_i)}{prod_{jneq i}(lambda_i-lambda_j)}=-frac{p(lambda_i)}{q'(lambda_i)}.$$
      Therefore,
      $$q(T)=q(T)-p(T)=f(T)=left(sum_{i=1}^na_i(T-lambda_i E)^{-1}right) q(T).$$
      Since $q(T)$ is invertible, so
      $$E=sum_{i=1}^na_i(T-lambda_iE)^{-1}=-sum_{i=1}^nfrac{p(lambda_i)}{prod_{jneq i}(lambda_i-lambda_j)}(T-lambda_i E)^{-1}.$$






      share|cite|improve this answer









      $endgroup$


















        3












        $begingroup$

        Let $p(x)=det(xI-T)$ be the characteristic polynomial of $T$. Let $q(x)$ denote $prod_{i=1}^n(x-lambda_i)$. Then,
        $$f(x)=q(x)-p(x)$$
        is a polynomial of degree at most $n-1$. That is,
        $$frac{f(x)}{q(x)}=sum_{i=1}^nfrac{a_i}{x-lambda_i}$$
        for some $a_1,a_2,ldots,a_nin Bbb F$. To be precise, $$a_i=frac{f(lambda_i)}{ prod_{jneq i}(lambda_i-lambda_j)}=-frac{p(lambda_i)}{prod_{jneq i}(lambda_i-lambda_j)}=-frac{p(lambda_i)}{q'(lambda_i)}.$$
        Therefore,
        $$q(T)=q(T)-p(T)=f(T)=left(sum_{i=1}^na_i(T-lambda_i E)^{-1}right) q(T).$$
        Since $q(T)$ is invertible, so
        $$E=sum_{i=1}^na_i(T-lambda_iE)^{-1}=-sum_{i=1}^nfrac{p(lambda_i)}{prod_{jneq i}(lambda_i-lambda_j)}(T-lambda_i E)^{-1}.$$






        share|cite|improve this answer









        $endgroup$
















          3












          3








          3





          $begingroup$

          Let $p(x)=det(xI-T)$ be the characteristic polynomial of $T$. Let $q(x)$ denote $prod_{i=1}^n(x-lambda_i)$. Then,
          $$f(x)=q(x)-p(x)$$
          is a polynomial of degree at most $n-1$. That is,
          $$frac{f(x)}{q(x)}=sum_{i=1}^nfrac{a_i}{x-lambda_i}$$
          for some $a_1,a_2,ldots,a_nin Bbb F$. To be precise, $$a_i=frac{f(lambda_i)}{ prod_{jneq i}(lambda_i-lambda_j)}=-frac{p(lambda_i)}{prod_{jneq i}(lambda_i-lambda_j)}=-frac{p(lambda_i)}{q'(lambda_i)}.$$
          Therefore,
          $$q(T)=q(T)-p(T)=f(T)=left(sum_{i=1}^na_i(T-lambda_i E)^{-1}right) q(T).$$
          Since $q(T)$ is invertible, so
          $$E=sum_{i=1}^na_i(T-lambda_iE)^{-1}=-sum_{i=1}^nfrac{p(lambda_i)}{prod_{jneq i}(lambda_i-lambda_j)}(T-lambda_i E)^{-1}.$$






          share|cite|improve this answer









          $endgroup$



          Let $p(x)=det(xI-T)$ be the characteristic polynomial of $T$. Let $q(x)$ denote $prod_{i=1}^n(x-lambda_i)$. Then,
          $$f(x)=q(x)-p(x)$$
          is a polynomial of degree at most $n-1$. That is,
          $$frac{f(x)}{q(x)}=sum_{i=1}^nfrac{a_i}{x-lambda_i}$$
          for some $a_1,a_2,ldots,a_nin Bbb F$. To be precise, $$a_i=frac{f(lambda_i)}{ prod_{jneq i}(lambda_i-lambda_j)}=-frac{p(lambda_i)}{prod_{jneq i}(lambda_i-lambda_j)}=-frac{p(lambda_i)}{q'(lambda_i)}.$$
          Therefore,
          $$q(T)=q(T)-p(T)=f(T)=left(sum_{i=1}^na_i(T-lambda_i E)^{-1}right) q(T).$$
          Since $q(T)$ is invertible, so
          $$E=sum_{i=1}^na_i(T-lambda_iE)^{-1}=-sum_{i=1}^nfrac{p(lambda_i)}{prod_{jneq i}(lambda_i-lambda_j)}(T-lambda_i E)^{-1}.$$







          share|cite|improve this answer












          share|cite|improve this answer



          share|cite|improve this answer










          answered Dec 10 '18 at 16:57







          user593746






























              0












              $begingroup$

              The accepted answer is simply excellent. Partial fractions - not just for calculus!



              But the accepted answer doesn't say anything about why $f/q$ has a partial-fraction decomposition as claimed. It's possible to give a proof that "partial fractions work" in $Bbb C(x)$ using a little bit of complex analysis; in fact I'm guilty of publishing such a proof, in Complex Made Simple. Given that and the fact that the OP specifies that $Bbb F$ is a subfield of $Bbb C$ and says "I figured that it's sufficient to prove the case $Bbb F=Bbb C$", it seems possible that some readers might get the idea that the argument is specific to complex numbers.



              No, it works over any field. And here, since the $lambda_j$ are distinct, it turns out that it's much simpler than I realized until yesterday - I thought I'd share the argument.



              Notation is as above, except that $Bbb F$ is an arbitrary field. Define $$q_k(x)=frac{q(x)}{x-lambda_k}=prod_{jne k}(x-lambda_j).$$ We need to show that there exist scalars $a_j$ with $$f=sum a_jq_j.$$ Letting $V$ be the space of polynomials of degree no larger than $n-1$, it's enough to show that





              $q_1,dots,q_n$ span $V$.





              Since $dim(V)=n$ this is the same as





              $q_1,dots,q_n$ are independent.





              And that's more or less obvious: Say $$sum c_jq_j=0.$$



              Noting that $q_j(lambda_k)=0$ for $jne k$ this shows that $$0=sum_jc_jq_j(lambda_k)=c_kq_k(lambda_k);$$hence $c_k=0$, since $q_k(lambda_k)ne0$.






              share|cite|improve this answer











              $endgroup$


















                0












                $begingroup$

                The accepted answer is simply excellent. Partial fractions - not just for calculus!



                But the accepted answer doesn't say anything about why $f/q$ has a partial-fraction decomposition as claimed. It's possible to give a proof that "partial fractions work" in $Bbb C(x)$ using a little bit of complex analysis; in fact I'm guilty of publishing such a proof, in Complex Made Simple. Given that and the fact that the OP specifies that $Bbb F$ is a subfield of $Bbb C$ and says "I figured that it's sufficient to prove the case $Bbb F=Bbb C$", it seems possible that some readers might get the idea that the argument is specific to complex numbers.



                No, it works over any field. And here, since the $lambda_j$ are distinct, it turns out that it's much simpler than I realized until yesterday - I thought I'd share the argument.



                Notation is as above, except that $Bbb F$ is an arbitrary field. Define $$q_k(x)=frac{q(x)}{x-lambda_k}=prod_{jne k}(x-lambda_j).$$ We need to show that there exist scalars $a_j$ with $$f=sum a_jq_j.$$ Letting $V$ be the space of polynomials of degree no larger than $n-1$, it's enough to show that





                $q_1,dots,q_n$ span $V$.





                Since $dim(V)=n$ this is the same as





                $q_1,dots,q_n$ are independent.





                And that's more or less obvious: Say $$sum c_jq_j=0.$$



                Noting that $q_j(lambda_k)=0$ for $jne k$ this shows that $$0=sum_jc_jq_j(lambda_k)=c_kq_k(lambda_k);$$hence $c_k=0$, since $q_k(lambda_k)ne0$.






                share|cite|improve this answer











                $endgroup$
















                  0












                  0








                  0





                  $begingroup$

                  The accepted answer is simply excellent. Partial fractions - not just for calculus!



                  But the accepted answer doesn't say anything about why $f/q$ has a partial-fraction decomposition as claimed. It's possible to give a proof that "partial fractions work" in $Bbb C(x)$ using a little bit of complex analysis; in fact I'm guilty of publishing such a proof, in Complex Made Simple. Given that and the fact that the OP specifies that $Bbb F$ is a subfield of $Bbb C$ and says "I figured that it's sufficient to prove the case $Bbb F=Bbb C$", it seems possible that some readers might get the idea that the argument is specific to complex numbers.



                  No, it works over any field. And here, since the $lambda_j$ are distinct, it turns out that it's much simpler than I realized until yesterday - I thought I'd share the argument.



                  Notation is as above, except that $Bbb F$ is an arbitrary field. Define $$q_k(x)=frac{q(x)}{x-lambda_k}=prod_{jne k}(x-lambda_j).$$ We need to show that there exist scalars $a_j$ with $$f=sum a_jq_j.$$ Letting $V$ be the space of polynomials of degree no larger than $n-1$, it's enough to show that





                  $q_1,dots,q_n$ span $V$.





                  Since $dim(V)=n$ this is the same as





                  $q_1,dots,q_n$ are independent.





                  And that's more or less obvious: Say $$sum c_jq_j=0.$$



                  Noting that $q_j(lambda_k)=0$ for $jne k$ this shows that $$0=sum_jc_jq_j(lambda_k)=c_kq_k(lambda_k);$$hence $c_k=0$, since $q_k(lambda_k)ne0$.






                  share|cite|improve this answer











                  $endgroup$



                  The accepted answer is simply excellent. Partial fractions - not just for calculus!



                  But the accepted answer doesn't say anything about why $f/q$ has a partial-fraction decomposition as claimed. It's possible to give a proof that "partial fractions work" in $Bbb C(x)$ using a little bit of complex analysis; in fact I'm guilty of publishing such a proof, in Complex Made Simple. Given that and the fact that the OP specifies that $Bbb F$ is a subfield of $Bbb C$ and says "I figured that it's sufficient to prove the case $Bbb F=Bbb C$", it seems possible that some readers might get the idea that the argument is specific to complex numbers.



                  No, it works over any field. And here, since the $lambda_j$ are distinct, it turns out that it's much simpler than I realized until yesterday - I thought I'd share the argument.



                  Notation is as above, except that $Bbb F$ is an arbitrary field. Define $$q_k(x)=frac{q(x)}{x-lambda_k}=prod_{jne k}(x-lambda_j).$$ We need to show that there exist scalars $a_j$ with $$f=sum a_jq_j.$$ Letting $V$ be the space of polynomials of degree no larger than $n-1$, it's enough to show that





                  $q_1,dots,q_n$ span $V$.





                  Since $dim(V)=n$ this is the same as





                  $q_1,dots,q_n$ are independent.





                  And that's more or less obvious: Say $$sum c_jq_j=0.$$



                  Noting that $q_j(lambda_k)=0$ for $jne k$ this shows that $$0=sum_jc_jq_j(lambda_k)=c_kq_k(lambda_k);$$hence $c_k=0$, since $q_k(lambda_k)ne0$.







                  share|cite|improve this answer














                  share|cite|improve this answer



                  share|cite|improve this answer








                  edited Dec 12 '18 at 16:52

























                  answered Dec 12 '18 at 14:51









                  David C. UllrichDavid C. Ullrich

                  60k43994




                  60k43994






























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