How many ways are there to prove Cayley-Hamilton Theorem?
up vote
4
down vote
favorite
I see many proofs for the Cayley-Hamilton Theorem in textbooks and net, so I want to know how many proofs are there for this important and applicable theorem?
linear-algebra abstract-algebra reference-request big-list cayley-hamilton
|
show 2 more comments
up vote
4
down vote
favorite
I see many proofs for the Cayley-Hamilton Theorem in textbooks and net, so I want to know how many proofs are there for this important and applicable theorem?
linear-algebra abstract-algebra reference-request big-list cayley-hamilton
6
Avoid demanding that answers have a certain form. If you don't allow for references or links, you'll miss out on other proofs. Also, there is no reason for demanding that an answer contain only one proof. What's the goal of this?
– Pedro Tamaroff♦
Apr 23 '16 at 14:57
5
That seems like an arbitrary thing to ask for.
– Pedro Tamaroff♦
Apr 23 '16 at 15:05
4
At any rate, do not expect people to comply with this demand.
– Pedro Tamaroff♦
Apr 23 '16 at 15:08
1
@PedroTamaroff you can delete your comments.
– user217174
May 4 '16 at 22:16
Also, I would avoid asking moderators do delete their comments :p
– fonini
May 4 '16 at 23:10
|
show 2 more comments
up vote
4
down vote
favorite
up vote
4
down vote
favorite
I see many proofs for the Cayley-Hamilton Theorem in textbooks and net, so I want to know how many proofs are there for this important and applicable theorem?
linear-algebra abstract-algebra reference-request big-list cayley-hamilton
I see many proofs for the Cayley-Hamilton Theorem in textbooks and net, so I want to know how many proofs are there for this important and applicable theorem?
linear-algebra abstract-algebra reference-request big-list cayley-hamilton
linear-algebra abstract-algebra reference-request big-list cayley-hamilton
edited Apr 13 '17 at 12:58
Community♦
1
1
asked Apr 23 '16 at 14:38
user217174
6
Avoid demanding that answers have a certain form. If you don't allow for references or links, you'll miss out on other proofs. Also, there is no reason for demanding that an answer contain only one proof. What's the goal of this?
– Pedro Tamaroff♦
Apr 23 '16 at 14:57
5
That seems like an arbitrary thing to ask for.
– Pedro Tamaroff♦
Apr 23 '16 at 15:05
4
At any rate, do not expect people to comply with this demand.
– Pedro Tamaroff♦
Apr 23 '16 at 15:08
1
@PedroTamaroff you can delete your comments.
– user217174
May 4 '16 at 22:16
Also, I would avoid asking moderators do delete their comments :p
– fonini
May 4 '16 at 23:10
|
show 2 more comments
6
Avoid demanding that answers have a certain form. If you don't allow for references or links, you'll miss out on other proofs. Also, there is no reason for demanding that an answer contain only one proof. What's the goal of this?
– Pedro Tamaroff♦
Apr 23 '16 at 14:57
5
That seems like an arbitrary thing to ask for.
– Pedro Tamaroff♦
Apr 23 '16 at 15:05
4
At any rate, do not expect people to comply with this demand.
– Pedro Tamaroff♦
Apr 23 '16 at 15:08
1
@PedroTamaroff you can delete your comments.
– user217174
May 4 '16 at 22:16
Also, I would avoid asking moderators do delete their comments :p
– fonini
May 4 '16 at 23:10
6
6
Avoid demanding that answers have a certain form. If you don't allow for references or links, you'll miss out on other proofs. Also, there is no reason for demanding that an answer contain only one proof. What's the goal of this?
– Pedro Tamaroff♦
Apr 23 '16 at 14:57
Avoid demanding that answers have a certain form. If you don't allow for references or links, you'll miss out on other proofs. Also, there is no reason for demanding that an answer contain only one proof. What's the goal of this?
– Pedro Tamaroff♦
Apr 23 '16 at 14:57
5
5
That seems like an arbitrary thing to ask for.
– Pedro Tamaroff♦
Apr 23 '16 at 15:05
That seems like an arbitrary thing to ask for.
– Pedro Tamaroff♦
Apr 23 '16 at 15:05
4
4
At any rate, do not expect people to comply with this demand.
– Pedro Tamaroff♦
Apr 23 '16 at 15:08
At any rate, do not expect people to comply with this demand.
– Pedro Tamaroff♦
Apr 23 '16 at 15:08
1
1
@PedroTamaroff you can delete your comments.
– user217174
May 4 '16 at 22:16
@PedroTamaroff you can delete your comments.
– user217174
May 4 '16 at 22:16
Also, I would avoid asking moderators do delete their comments :p
– fonini
May 4 '16 at 23:10
Also, I would avoid asking moderators do delete their comments :p
– fonini
May 4 '16 at 23:10
|
show 2 more comments
3 Answers
3
active
oldest
votes
up vote
8
down vote
My favorite : let $k$ be your ground field, and let $A = k[X_{ij}]_{1leqslant i,jleqslant n}$ be the ring of polynomials in $n^2$ indeterminates over $k$, and $K = Frac(A)$.
Then put $M = (X_{ij})_{ij}in M_n(A)$ the "generic matrix".
For any $N=(a_{ij})_{ij}in M_n(k)$, there is a unique $k$-algebra morphism $varphi_N:Ato k$ defined by $varphi(X_{ij}) = a_{ij}$ that satisfies $varphi(M)=N$.
Then the characteristic polynomial of $M$ is separable (ie $M$ has $n$ distinct eingenvalues in an algebraic closure $widetilde{K}$ of $K$). Indeed, otherwise its resultant $Res(chi_M)$ is zero, so for any $Nin M_n(k)$, $Res(chi_N) = Res(chi_{varphi_N(M)})= varphi_N(Res(chi_M)) = 0$, so no matrix $Nin M_n(k)$ would have distinct eigenvalues (but obviously some do, just take a diagonal matrix).
It's easy to show that matrices with separable characteristic polynomial satisfy Cayley-Hamilton (because they are diagonalizable in an algebraic closure), so $M$ satisfies Cayley-Hamilton.
Now for any $Nin M_n(k)$, $chi_N(N) = varphi_N(chi_M(M)) = varphi_N(0) = 0$.
What's a $k$-algebra morphism? Can you elaborate on that step?
– littleO
Apr 23 '16 at 23:28
@littleO A morphism that preserves operations : it is linear (where $A$ and $k$ are considered as vector spaces on $k$), and preserves multiplication and unit (in other words, that is a unital ring homomorphism between $A$ and $k$ seen as rings)
– yago
Aug 5 '16 at 13:42
add a comment |
up vote
6
down vote
Here is a neat proof from Qiaochu Yuan's answer to this question:
If $L$ is diagonalizable with eigenvalues $lambda_1, dots lambda_n$, then it's clear that $(L - lambda_1) dots (L - lambda_n) = 0$, which is the Cayley-Hamilton theorem for $L$. But the Cayley-Hamilton theorem is a "continuous" fact: for an $n times n$ matrix it asserts that $n^2$ polynomial functions of the $n^2$ entries of $L$ vanish. And the diagonalizable matrices are dense (over $mathbb{C}$). Hence we get Cayley-Hamilton in general.
4
This proof also works over any integral domain by going up to the algebraic closure of the field of fractions and using that the diagonalizable matrices are dense in the Zariski topology (which is regular which is sufficient to emulate the Hausdorffness to make morphisms uniquely determined by their value on a dense subset)
– Tobias Kildetoft
Apr 23 '16 at 18:54
add a comment |
up vote
6
down vote
One can prove this theorem by use of the fact that the matrix representation of all linear map on a complex vector space, is Triangularisable with respect to a basis ${v_1,...,v_n}$.
So if $T$ be a linear map there are ${lambda_1,...,lambda_n}$ s.t
$$T(v_1)=lambda_1 v_1 $$
$$T(v_2)=a_{11} v_1+lambda_2 v_2 $$
$$.$$
$$.$$
$$.$$
$$T(v_n)=a_{n1}v_1+a_{n2}v_2+...+lambda_n v_n $$
And by computation we can find that the matrix $S=(T-lambda_1)(T-lambda_2)...(T-lambda_n)$ vanishes all $v_i$, and so $Sequiv 0$.
For more details you can see Herstein's Topics in Algebra.
add a comment |
3 Answers
3
active
oldest
votes
3 Answers
3
active
oldest
votes
active
oldest
votes
active
oldest
votes
up vote
8
down vote
My favorite : let $k$ be your ground field, and let $A = k[X_{ij}]_{1leqslant i,jleqslant n}$ be the ring of polynomials in $n^2$ indeterminates over $k$, and $K = Frac(A)$.
Then put $M = (X_{ij})_{ij}in M_n(A)$ the "generic matrix".
For any $N=(a_{ij})_{ij}in M_n(k)$, there is a unique $k$-algebra morphism $varphi_N:Ato k$ defined by $varphi(X_{ij}) = a_{ij}$ that satisfies $varphi(M)=N$.
Then the characteristic polynomial of $M$ is separable (ie $M$ has $n$ distinct eingenvalues in an algebraic closure $widetilde{K}$ of $K$). Indeed, otherwise its resultant $Res(chi_M)$ is zero, so for any $Nin M_n(k)$, $Res(chi_N) = Res(chi_{varphi_N(M)})= varphi_N(Res(chi_M)) = 0$, so no matrix $Nin M_n(k)$ would have distinct eigenvalues (but obviously some do, just take a diagonal matrix).
It's easy to show that matrices with separable characteristic polynomial satisfy Cayley-Hamilton (because they are diagonalizable in an algebraic closure), so $M$ satisfies Cayley-Hamilton.
Now for any $Nin M_n(k)$, $chi_N(N) = varphi_N(chi_M(M)) = varphi_N(0) = 0$.
What's a $k$-algebra morphism? Can you elaborate on that step?
– littleO
Apr 23 '16 at 23:28
@littleO A morphism that preserves operations : it is linear (where $A$ and $k$ are considered as vector spaces on $k$), and preserves multiplication and unit (in other words, that is a unital ring homomorphism between $A$ and $k$ seen as rings)
– yago
Aug 5 '16 at 13:42
add a comment |
up vote
8
down vote
My favorite : let $k$ be your ground field, and let $A = k[X_{ij}]_{1leqslant i,jleqslant n}$ be the ring of polynomials in $n^2$ indeterminates over $k$, and $K = Frac(A)$.
Then put $M = (X_{ij})_{ij}in M_n(A)$ the "generic matrix".
For any $N=(a_{ij})_{ij}in M_n(k)$, there is a unique $k$-algebra morphism $varphi_N:Ato k$ defined by $varphi(X_{ij}) = a_{ij}$ that satisfies $varphi(M)=N$.
Then the characteristic polynomial of $M$ is separable (ie $M$ has $n$ distinct eingenvalues in an algebraic closure $widetilde{K}$ of $K$). Indeed, otherwise its resultant $Res(chi_M)$ is zero, so for any $Nin M_n(k)$, $Res(chi_N) = Res(chi_{varphi_N(M)})= varphi_N(Res(chi_M)) = 0$, so no matrix $Nin M_n(k)$ would have distinct eigenvalues (but obviously some do, just take a diagonal matrix).
It's easy to show that matrices with separable characteristic polynomial satisfy Cayley-Hamilton (because they are diagonalizable in an algebraic closure), so $M$ satisfies Cayley-Hamilton.
Now for any $Nin M_n(k)$, $chi_N(N) = varphi_N(chi_M(M)) = varphi_N(0) = 0$.
What's a $k$-algebra morphism? Can you elaborate on that step?
– littleO
Apr 23 '16 at 23:28
@littleO A morphism that preserves operations : it is linear (where $A$ and $k$ are considered as vector spaces on $k$), and preserves multiplication and unit (in other words, that is a unital ring homomorphism between $A$ and $k$ seen as rings)
– yago
Aug 5 '16 at 13:42
add a comment |
up vote
8
down vote
up vote
8
down vote
My favorite : let $k$ be your ground field, and let $A = k[X_{ij}]_{1leqslant i,jleqslant n}$ be the ring of polynomials in $n^2$ indeterminates over $k$, and $K = Frac(A)$.
Then put $M = (X_{ij})_{ij}in M_n(A)$ the "generic matrix".
For any $N=(a_{ij})_{ij}in M_n(k)$, there is a unique $k$-algebra morphism $varphi_N:Ato k$ defined by $varphi(X_{ij}) = a_{ij}$ that satisfies $varphi(M)=N$.
Then the characteristic polynomial of $M$ is separable (ie $M$ has $n$ distinct eingenvalues in an algebraic closure $widetilde{K}$ of $K$). Indeed, otherwise its resultant $Res(chi_M)$ is zero, so for any $Nin M_n(k)$, $Res(chi_N) = Res(chi_{varphi_N(M)})= varphi_N(Res(chi_M)) = 0$, so no matrix $Nin M_n(k)$ would have distinct eigenvalues (but obviously some do, just take a diagonal matrix).
It's easy to show that matrices with separable characteristic polynomial satisfy Cayley-Hamilton (because they are diagonalizable in an algebraic closure), so $M$ satisfies Cayley-Hamilton.
Now for any $Nin M_n(k)$, $chi_N(N) = varphi_N(chi_M(M)) = varphi_N(0) = 0$.
My favorite : let $k$ be your ground field, and let $A = k[X_{ij}]_{1leqslant i,jleqslant n}$ be the ring of polynomials in $n^2$ indeterminates over $k$, and $K = Frac(A)$.
Then put $M = (X_{ij})_{ij}in M_n(A)$ the "generic matrix".
For any $N=(a_{ij})_{ij}in M_n(k)$, there is a unique $k$-algebra morphism $varphi_N:Ato k$ defined by $varphi(X_{ij}) = a_{ij}$ that satisfies $varphi(M)=N$.
Then the characteristic polynomial of $M$ is separable (ie $M$ has $n$ distinct eingenvalues in an algebraic closure $widetilde{K}$ of $K$). Indeed, otherwise its resultant $Res(chi_M)$ is zero, so for any $Nin M_n(k)$, $Res(chi_N) = Res(chi_{varphi_N(M)})= varphi_N(Res(chi_M)) = 0$, so no matrix $Nin M_n(k)$ would have distinct eigenvalues (but obviously some do, just take a diagonal matrix).
It's easy to show that matrices with separable characteristic polynomial satisfy Cayley-Hamilton (because they are diagonalizable in an algebraic closure), so $M$ satisfies Cayley-Hamilton.
Now for any $Nin M_n(k)$, $chi_N(N) = varphi_N(chi_M(M)) = varphi_N(0) = 0$.
edited Apr 23 '16 at 22:46
user217174
answered Apr 23 '16 at 14:53
Captain Lama
9,944728
9,944728
What's a $k$-algebra morphism? Can you elaborate on that step?
– littleO
Apr 23 '16 at 23:28
@littleO A morphism that preserves operations : it is linear (where $A$ and $k$ are considered as vector spaces on $k$), and preserves multiplication and unit (in other words, that is a unital ring homomorphism between $A$ and $k$ seen as rings)
– yago
Aug 5 '16 at 13:42
add a comment |
What's a $k$-algebra morphism? Can you elaborate on that step?
– littleO
Apr 23 '16 at 23:28
@littleO A morphism that preserves operations : it is linear (where $A$ and $k$ are considered as vector spaces on $k$), and preserves multiplication and unit (in other words, that is a unital ring homomorphism between $A$ and $k$ seen as rings)
– yago
Aug 5 '16 at 13:42
What's a $k$-algebra morphism? Can you elaborate on that step?
– littleO
Apr 23 '16 at 23:28
What's a $k$-algebra morphism? Can you elaborate on that step?
– littleO
Apr 23 '16 at 23:28
@littleO A morphism that preserves operations : it is linear (where $A$ and $k$ are considered as vector spaces on $k$), and preserves multiplication and unit (in other words, that is a unital ring homomorphism between $A$ and $k$ seen as rings)
– yago
Aug 5 '16 at 13:42
@littleO A morphism that preserves operations : it is linear (where $A$ and $k$ are considered as vector spaces on $k$), and preserves multiplication and unit (in other words, that is a unital ring homomorphism between $A$ and $k$ seen as rings)
– yago
Aug 5 '16 at 13:42
add a comment |
up vote
6
down vote
Here is a neat proof from Qiaochu Yuan's answer to this question:
If $L$ is diagonalizable with eigenvalues $lambda_1, dots lambda_n$, then it's clear that $(L - lambda_1) dots (L - lambda_n) = 0$, which is the Cayley-Hamilton theorem for $L$. But the Cayley-Hamilton theorem is a "continuous" fact: for an $n times n$ matrix it asserts that $n^2$ polynomial functions of the $n^2$ entries of $L$ vanish. And the diagonalizable matrices are dense (over $mathbb{C}$). Hence we get Cayley-Hamilton in general.
4
This proof also works over any integral domain by going up to the algebraic closure of the field of fractions and using that the diagonalizable matrices are dense in the Zariski topology (which is regular which is sufficient to emulate the Hausdorffness to make morphisms uniquely determined by their value on a dense subset)
– Tobias Kildetoft
Apr 23 '16 at 18:54
add a comment |
up vote
6
down vote
Here is a neat proof from Qiaochu Yuan's answer to this question:
If $L$ is diagonalizable with eigenvalues $lambda_1, dots lambda_n$, then it's clear that $(L - lambda_1) dots (L - lambda_n) = 0$, which is the Cayley-Hamilton theorem for $L$. But the Cayley-Hamilton theorem is a "continuous" fact: for an $n times n$ matrix it asserts that $n^2$ polynomial functions of the $n^2$ entries of $L$ vanish. And the diagonalizable matrices are dense (over $mathbb{C}$). Hence we get Cayley-Hamilton in general.
4
This proof also works over any integral domain by going up to the algebraic closure of the field of fractions and using that the diagonalizable matrices are dense in the Zariski topology (which is regular which is sufficient to emulate the Hausdorffness to make morphisms uniquely determined by their value on a dense subset)
– Tobias Kildetoft
Apr 23 '16 at 18:54
add a comment |
up vote
6
down vote
up vote
6
down vote
Here is a neat proof from Qiaochu Yuan's answer to this question:
If $L$ is diagonalizable with eigenvalues $lambda_1, dots lambda_n$, then it's clear that $(L - lambda_1) dots (L - lambda_n) = 0$, which is the Cayley-Hamilton theorem for $L$. But the Cayley-Hamilton theorem is a "continuous" fact: for an $n times n$ matrix it asserts that $n^2$ polynomial functions of the $n^2$ entries of $L$ vanish. And the diagonalizable matrices are dense (over $mathbb{C}$). Hence we get Cayley-Hamilton in general.
Here is a neat proof from Qiaochu Yuan's answer to this question:
If $L$ is diagonalizable with eigenvalues $lambda_1, dots lambda_n$, then it's clear that $(L - lambda_1) dots (L - lambda_n) = 0$, which is the Cayley-Hamilton theorem for $L$. But the Cayley-Hamilton theorem is a "continuous" fact: for an $n times n$ matrix it asserts that $n^2$ polynomial functions of the $n^2$ entries of $L$ vanish. And the diagonalizable matrices are dense (over $mathbb{C}$). Hence we get Cayley-Hamilton in general.
edited Apr 13 '17 at 12:21
community wiki
3 revs
user217174
4
This proof also works over any integral domain by going up to the algebraic closure of the field of fractions and using that the diagonalizable matrices are dense in the Zariski topology (which is regular which is sufficient to emulate the Hausdorffness to make morphisms uniquely determined by their value on a dense subset)
– Tobias Kildetoft
Apr 23 '16 at 18:54
add a comment |
4
This proof also works over any integral domain by going up to the algebraic closure of the field of fractions and using that the diagonalizable matrices are dense in the Zariski topology (which is regular which is sufficient to emulate the Hausdorffness to make morphisms uniquely determined by their value on a dense subset)
– Tobias Kildetoft
Apr 23 '16 at 18:54
4
4
This proof also works over any integral domain by going up to the algebraic closure of the field of fractions and using that the diagonalizable matrices are dense in the Zariski topology (which is regular which is sufficient to emulate the Hausdorffness to make morphisms uniquely determined by their value on a dense subset)
– Tobias Kildetoft
Apr 23 '16 at 18:54
This proof also works over any integral domain by going up to the algebraic closure of the field of fractions and using that the diagonalizable matrices are dense in the Zariski topology (which is regular which is sufficient to emulate the Hausdorffness to make morphisms uniquely determined by their value on a dense subset)
– Tobias Kildetoft
Apr 23 '16 at 18:54
add a comment |
up vote
6
down vote
One can prove this theorem by use of the fact that the matrix representation of all linear map on a complex vector space, is Triangularisable with respect to a basis ${v_1,...,v_n}$.
So if $T$ be a linear map there are ${lambda_1,...,lambda_n}$ s.t
$$T(v_1)=lambda_1 v_1 $$
$$T(v_2)=a_{11} v_1+lambda_2 v_2 $$
$$.$$
$$.$$
$$.$$
$$T(v_n)=a_{n1}v_1+a_{n2}v_2+...+lambda_n v_n $$
And by computation we can find that the matrix $S=(T-lambda_1)(T-lambda_2)...(T-lambda_n)$ vanishes all $v_i$, and so $Sequiv 0$.
For more details you can see Herstein's Topics in Algebra.
add a comment |
up vote
6
down vote
One can prove this theorem by use of the fact that the matrix representation of all linear map on a complex vector space, is Triangularisable with respect to a basis ${v_1,...,v_n}$.
So if $T$ be a linear map there are ${lambda_1,...,lambda_n}$ s.t
$$T(v_1)=lambda_1 v_1 $$
$$T(v_2)=a_{11} v_1+lambda_2 v_2 $$
$$.$$
$$.$$
$$.$$
$$T(v_n)=a_{n1}v_1+a_{n2}v_2+...+lambda_n v_n $$
And by computation we can find that the matrix $S=(T-lambda_1)(T-lambda_2)...(T-lambda_n)$ vanishes all $v_i$, and so $Sequiv 0$.
For more details you can see Herstein's Topics in Algebra.
add a comment |
up vote
6
down vote
up vote
6
down vote
One can prove this theorem by use of the fact that the matrix representation of all linear map on a complex vector space, is Triangularisable with respect to a basis ${v_1,...,v_n}$.
So if $T$ be a linear map there are ${lambda_1,...,lambda_n}$ s.t
$$T(v_1)=lambda_1 v_1 $$
$$T(v_2)=a_{11} v_1+lambda_2 v_2 $$
$$.$$
$$.$$
$$.$$
$$T(v_n)=a_{n1}v_1+a_{n2}v_2+...+lambda_n v_n $$
And by computation we can find that the matrix $S=(T-lambda_1)(T-lambda_2)...(T-lambda_n)$ vanishes all $v_i$, and so $Sequiv 0$.
For more details you can see Herstein's Topics in Algebra.
One can prove this theorem by use of the fact that the matrix representation of all linear map on a complex vector space, is Triangularisable with respect to a basis ${v_1,...,v_n}$.
So if $T$ be a linear map there are ${lambda_1,...,lambda_n}$ s.t
$$T(v_1)=lambda_1 v_1 $$
$$T(v_2)=a_{11} v_1+lambda_2 v_2 $$
$$.$$
$$.$$
$$.$$
$$T(v_n)=a_{n1}v_1+a_{n2}v_2+...+lambda_n v_n $$
And by computation we can find that the matrix $S=(T-lambda_1)(T-lambda_2)...(T-lambda_n)$ vanishes all $v_i$, and so $Sequiv 0$.
For more details you can see Herstein's Topics in Algebra.
edited May 3 '16 at 15:35
answered May 3 '16 at 12:23
Sh.R
914
914
add a comment |
add a comment |
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Avoid demanding that answers have a certain form. If you don't allow for references or links, you'll miss out on other proofs. Also, there is no reason for demanding that an answer contain only one proof. What's the goal of this?
– Pedro Tamaroff♦
Apr 23 '16 at 14:57
5
That seems like an arbitrary thing to ask for.
– Pedro Tamaroff♦
Apr 23 '16 at 15:05
4
At any rate, do not expect people to comply with this demand.
– Pedro Tamaroff♦
Apr 23 '16 at 15:08
1
@PedroTamaroff you can delete your comments.
– user217174
May 4 '16 at 22:16
Also, I would avoid asking moderators do delete their comments :p
– fonini
May 4 '16 at 23:10