$T^2=I$ implies $T$ is diagonalizable
$begingroup$
Suppose $T:Vrightarrow V$ is linear and $T^2=I$. Prove that $T$ is diagonalizable.
First, I know that $T$ has only eigenvalues 1 or -1. Also I observed that $(T-I)(T+I)=0$, does this fact help to show that $T$ is diagonalizable?
linear-algebra
$endgroup$
add a comment |
$begingroup$
Suppose $T:Vrightarrow V$ is linear and $T^2=I$. Prove that $T$ is diagonalizable.
First, I know that $T$ has only eigenvalues 1 or -1. Also I observed that $(T-I)(T+I)=0$, does this fact help to show that $T$ is diagonalizable?
linear-algebra
$endgroup$
1
$begingroup$
Yes it does. Do you know about minimal polynomials?
$endgroup$
– Omnomnomnom
Jun 8 '15 at 20:02
1
$begingroup$
@Omnomnomnom: Not really. I will try john's method and see if it works.
$endgroup$
– user112358
Jun 8 '15 at 20:11
$begingroup$
From Jordan form it follows immediately $ PJP^{-1} PJP^{-1}=I $,Squarred Jordan block is identity only if it is diagonal.
$endgroup$
– Widawensen
Dec 13 '18 at 9:10
add a comment |
$begingroup$
Suppose $T:Vrightarrow V$ is linear and $T^2=I$. Prove that $T$ is diagonalizable.
First, I know that $T$ has only eigenvalues 1 or -1. Also I observed that $(T-I)(T+I)=0$, does this fact help to show that $T$ is diagonalizable?
linear-algebra
$endgroup$
Suppose $T:Vrightarrow V$ is linear and $T^2=I$. Prove that $T$ is diagonalizable.
First, I know that $T$ has only eigenvalues 1 or -1. Also I observed that $(T-I)(T+I)=0$, does this fact help to show that $T$ is diagonalizable?
linear-algebra
linear-algebra
edited Mar 7 '16 at 5:14
user112358
asked Jun 8 '15 at 19:59
user112358user112358
878518
878518
1
$begingroup$
Yes it does. Do you know about minimal polynomials?
$endgroup$
– Omnomnomnom
Jun 8 '15 at 20:02
1
$begingroup$
@Omnomnomnom: Not really. I will try john's method and see if it works.
$endgroup$
– user112358
Jun 8 '15 at 20:11
$begingroup$
From Jordan form it follows immediately $ PJP^{-1} PJP^{-1}=I $,Squarred Jordan block is identity only if it is diagonal.
$endgroup$
– Widawensen
Dec 13 '18 at 9:10
add a comment |
1
$begingroup$
Yes it does. Do you know about minimal polynomials?
$endgroup$
– Omnomnomnom
Jun 8 '15 at 20:02
1
$begingroup$
@Omnomnomnom: Not really. I will try john's method and see if it works.
$endgroup$
– user112358
Jun 8 '15 at 20:11
$begingroup$
From Jordan form it follows immediately $ PJP^{-1} PJP^{-1}=I $,Squarred Jordan block is identity only if it is diagonal.
$endgroup$
– Widawensen
Dec 13 '18 at 9:10
1
1
$begingroup$
Yes it does. Do you know about minimal polynomials?
$endgroup$
– Omnomnomnom
Jun 8 '15 at 20:02
$begingroup$
Yes it does. Do you know about minimal polynomials?
$endgroup$
– Omnomnomnom
Jun 8 '15 at 20:02
1
1
$begingroup$
@Omnomnomnom: Not really. I will try john's method and see if it works.
$endgroup$
– user112358
Jun 8 '15 at 20:11
$begingroup$
@Omnomnomnom: Not really. I will try john's method and see if it works.
$endgroup$
– user112358
Jun 8 '15 at 20:11
$begingroup$
From Jordan form it follows immediately $ PJP^{-1} PJP^{-1}=I $,Squarred Jordan block is identity only if it is diagonal.
$endgroup$
– Widawensen
Dec 13 '18 at 9:10
$begingroup$
From Jordan form it follows immediately $ PJP^{-1} PJP^{-1}=I $,Squarred Jordan block is identity only if it is diagonal.
$endgroup$
– Widawensen
Dec 13 '18 at 9:10
add a comment |
4 Answers
4
active
oldest
votes
$begingroup$
In this case you can split $V = V_1 oplus V_{-1}$ where $T$ acts as either $1$ or $-1$. Then take the direct sum over each subspace. $T = T_1 oplus T_{-1}$
Since $T^2 v = v$ for all $v in mathbb{V}$ (an involution), we can decompose every vector as:
$$ v = underbrace{tfrac{1}{2}(v + Tv)}_{E_1} +
underbrace{tfrac{1}{2}(v - Tv)}_{E_{-1}},$$
where $E_lambda$ is an eigenspace with eigenvalue $lambda$, so this eigenspace decomposition exists for all vector.
$endgroup$
$begingroup$
how do I know that $V$ is the sum of the eigenspaces? Thanks.
$endgroup$
– user112358
Jun 8 '15 at 20:16
add a comment |
$begingroup$
Since the minimum polynomial factors over the field into distinct linear factors this implies that $T$ is diagonalisable.
$endgroup$
add a comment |
$begingroup$
According to this answer, the Jordan Canonical Form of $A$ is a diagonal matrix with only $+1$ or $-1$ along the diagonal. That is, $A=SDS^{-1}$ where $D$ a diagonal matrix where each element on the diagonal is $+1$ or $-1$. Thus, $A$ is diagonalizable.
$endgroup$
add a comment |
$begingroup$
Your proposition is in general false unless you specify which elements the matrices are allowed to take.
The matrix $T = left(begin{array}{cc} 0&1\1&0end{array}right)$ with elements in non-negative reals or integers has $T^2 = I$ without being diagonalizable.
This particular T gives $aT$ for positive real a is a representation for negative reals if $aI$ represent positive a. Furthermore if we define addition as the subspace spanned by all matrices except $left(begin{array}{cc} 1&1\1&1end{array}right)$ we can perform both addition and multiplication - we have constructed new numbers!
Example, add 2 and -1: Just ordinary matrix addition: $left(begin{array}{cc} 2&1\1&2end{array}right)$, but after stripping the projection on $left(begin{array}{cc} 1&1\1&1end{array}right)$, we are left with $left(begin{array}{cc} 1&0\0&1end{array}right)$ which represents 1.
$endgroup$
$begingroup$
Aren't ${(1,1), (1,-1)}$ eigenvectors?
$endgroup$
– cactus314
Jun 8 '15 at 21:00
$begingroup$
Not if -1 is not allowed as an element.
$endgroup$
– mathreadler
Jun 8 '15 at 21:02
$begingroup$
Which field? Non-negative reals $mathbb{R}_{geq 0}$ are not a field, since $1$ does not have an additive inverse. $mathbb{Z}$ is not a field since $frac{1}{2} notin mathbb{Z}$.
$endgroup$
– cactus314
Jun 8 '15 at 21:03
$begingroup$
Yes you are right, it's not a field. Let's just say the set of elements is limited to positive reals.
$endgroup$
– mathreadler
Jun 8 '15 at 21:05
$begingroup$
If we use $mathbb{Z}$ instead of $mathbb{R}$ we get a $mathbb{Z}$-module. In the other case, $mathbb{R}_{geq 0}$ is not even a group, so non-negative matrices are a world of their own.
$endgroup$
– cactus314
Jun 8 '15 at 21:09
|
show 1 more comment
Your Answer
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4 Answers
4
active
oldest
votes
4 Answers
4
active
oldest
votes
active
oldest
votes
active
oldest
votes
$begingroup$
In this case you can split $V = V_1 oplus V_{-1}$ where $T$ acts as either $1$ or $-1$. Then take the direct sum over each subspace. $T = T_1 oplus T_{-1}$
Since $T^2 v = v$ for all $v in mathbb{V}$ (an involution), we can decompose every vector as:
$$ v = underbrace{tfrac{1}{2}(v + Tv)}_{E_1} +
underbrace{tfrac{1}{2}(v - Tv)}_{E_{-1}},$$
where $E_lambda$ is an eigenspace with eigenvalue $lambda$, so this eigenspace decomposition exists for all vector.
$endgroup$
$begingroup$
how do I know that $V$ is the sum of the eigenspaces? Thanks.
$endgroup$
– user112358
Jun 8 '15 at 20:16
add a comment |
$begingroup$
In this case you can split $V = V_1 oplus V_{-1}$ where $T$ acts as either $1$ or $-1$. Then take the direct sum over each subspace. $T = T_1 oplus T_{-1}$
Since $T^2 v = v$ for all $v in mathbb{V}$ (an involution), we can decompose every vector as:
$$ v = underbrace{tfrac{1}{2}(v + Tv)}_{E_1} +
underbrace{tfrac{1}{2}(v - Tv)}_{E_{-1}},$$
where $E_lambda$ is an eigenspace with eigenvalue $lambda$, so this eigenspace decomposition exists for all vector.
$endgroup$
$begingroup$
how do I know that $V$ is the sum of the eigenspaces? Thanks.
$endgroup$
– user112358
Jun 8 '15 at 20:16
add a comment |
$begingroup$
In this case you can split $V = V_1 oplus V_{-1}$ where $T$ acts as either $1$ or $-1$. Then take the direct sum over each subspace. $T = T_1 oplus T_{-1}$
Since $T^2 v = v$ for all $v in mathbb{V}$ (an involution), we can decompose every vector as:
$$ v = underbrace{tfrac{1}{2}(v + Tv)}_{E_1} +
underbrace{tfrac{1}{2}(v - Tv)}_{E_{-1}},$$
where $E_lambda$ is an eigenspace with eigenvalue $lambda$, so this eigenspace decomposition exists for all vector.
$endgroup$
In this case you can split $V = V_1 oplus V_{-1}$ where $T$ acts as either $1$ or $-1$. Then take the direct sum over each subspace. $T = T_1 oplus T_{-1}$
Since $T^2 v = v$ for all $v in mathbb{V}$ (an involution), we can decompose every vector as:
$$ v = underbrace{tfrac{1}{2}(v + Tv)}_{E_1} +
underbrace{tfrac{1}{2}(v - Tv)}_{E_{-1}},$$
where $E_lambda$ is an eigenspace with eigenvalue $lambda$, so this eigenspace decomposition exists for all vector.
edited Dec 13 '18 at 1:10
Zack Ni
3,480729
3,480729
answered Jun 8 '15 at 20:04
cactus314cactus314
15.4k42269
15.4k42269
$begingroup$
how do I know that $V$ is the sum of the eigenspaces? Thanks.
$endgroup$
– user112358
Jun 8 '15 at 20:16
add a comment |
$begingroup$
how do I know that $V$ is the sum of the eigenspaces? Thanks.
$endgroup$
– user112358
Jun 8 '15 at 20:16
$begingroup$
how do I know that $V$ is the sum of the eigenspaces? Thanks.
$endgroup$
– user112358
Jun 8 '15 at 20:16
$begingroup$
how do I know that $V$ is the sum of the eigenspaces? Thanks.
$endgroup$
– user112358
Jun 8 '15 at 20:16
add a comment |
$begingroup$
Since the minimum polynomial factors over the field into distinct linear factors this implies that $T$ is diagonalisable.
$endgroup$
add a comment |
$begingroup$
Since the minimum polynomial factors over the field into distinct linear factors this implies that $T$ is diagonalisable.
$endgroup$
add a comment |
$begingroup$
Since the minimum polynomial factors over the field into distinct linear factors this implies that $T$ is diagonalisable.
$endgroup$
Since the minimum polynomial factors over the field into distinct linear factors this implies that $T$ is diagonalisable.
answered Jun 8 '15 at 20:02
Rogelio MolinaRogelio Molina
2,578818
2,578818
add a comment |
add a comment |
$begingroup$
According to this answer, the Jordan Canonical Form of $A$ is a diagonal matrix with only $+1$ or $-1$ along the diagonal. That is, $A=SDS^{-1}$ where $D$ a diagonal matrix where each element on the diagonal is $+1$ or $-1$. Thus, $A$ is diagonalizable.
$endgroup$
add a comment |
$begingroup$
According to this answer, the Jordan Canonical Form of $A$ is a diagonal matrix with only $+1$ or $-1$ along the diagonal. That is, $A=SDS^{-1}$ where $D$ a diagonal matrix where each element on the diagonal is $+1$ or $-1$. Thus, $A$ is diagonalizable.
$endgroup$
add a comment |
$begingroup$
According to this answer, the Jordan Canonical Form of $A$ is a diagonal matrix with only $+1$ or $-1$ along the diagonal. That is, $A=SDS^{-1}$ where $D$ a diagonal matrix where each element on the diagonal is $+1$ or $-1$. Thus, $A$ is diagonalizable.
$endgroup$
According to this answer, the Jordan Canonical Form of $A$ is a diagonal matrix with only $+1$ or $-1$ along the diagonal. That is, $A=SDS^{-1}$ where $D$ a diagonal matrix where each element on the diagonal is $+1$ or $-1$. Thus, $A$ is diagonalizable.
edited Apr 13 '17 at 12:20
Community♦
1
1
answered Jun 9 '15 at 21:15
robjohn♦robjohn
268k27308634
268k27308634
add a comment |
add a comment |
$begingroup$
Your proposition is in general false unless you specify which elements the matrices are allowed to take.
The matrix $T = left(begin{array}{cc} 0&1\1&0end{array}right)$ with elements in non-negative reals or integers has $T^2 = I$ without being diagonalizable.
This particular T gives $aT$ for positive real a is a representation for negative reals if $aI$ represent positive a. Furthermore if we define addition as the subspace spanned by all matrices except $left(begin{array}{cc} 1&1\1&1end{array}right)$ we can perform both addition and multiplication - we have constructed new numbers!
Example, add 2 and -1: Just ordinary matrix addition: $left(begin{array}{cc} 2&1\1&2end{array}right)$, but after stripping the projection on $left(begin{array}{cc} 1&1\1&1end{array}right)$, we are left with $left(begin{array}{cc} 1&0\0&1end{array}right)$ which represents 1.
$endgroup$
$begingroup$
Aren't ${(1,1), (1,-1)}$ eigenvectors?
$endgroup$
– cactus314
Jun 8 '15 at 21:00
$begingroup$
Not if -1 is not allowed as an element.
$endgroup$
– mathreadler
Jun 8 '15 at 21:02
$begingroup$
Which field? Non-negative reals $mathbb{R}_{geq 0}$ are not a field, since $1$ does not have an additive inverse. $mathbb{Z}$ is not a field since $frac{1}{2} notin mathbb{Z}$.
$endgroup$
– cactus314
Jun 8 '15 at 21:03
$begingroup$
Yes you are right, it's not a field. Let's just say the set of elements is limited to positive reals.
$endgroup$
– mathreadler
Jun 8 '15 at 21:05
$begingroup$
If we use $mathbb{Z}$ instead of $mathbb{R}$ we get a $mathbb{Z}$-module. In the other case, $mathbb{R}_{geq 0}$ is not even a group, so non-negative matrices are a world of their own.
$endgroup$
– cactus314
Jun 8 '15 at 21:09
|
show 1 more comment
$begingroup$
Your proposition is in general false unless you specify which elements the matrices are allowed to take.
The matrix $T = left(begin{array}{cc} 0&1\1&0end{array}right)$ with elements in non-negative reals or integers has $T^2 = I$ without being diagonalizable.
This particular T gives $aT$ for positive real a is a representation for negative reals if $aI$ represent positive a. Furthermore if we define addition as the subspace spanned by all matrices except $left(begin{array}{cc} 1&1\1&1end{array}right)$ we can perform both addition and multiplication - we have constructed new numbers!
Example, add 2 and -1: Just ordinary matrix addition: $left(begin{array}{cc} 2&1\1&2end{array}right)$, but after stripping the projection on $left(begin{array}{cc} 1&1\1&1end{array}right)$, we are left with $left(begin{array}{cc} 1&0\0&1end{array}right)$ which represents 1.
$endgroup$
$begingroup$
Aren't ${(1,1), (1,-1)}$ eigenvectors?
$endgroup$
– cactus314
Jun 8 '15 at 21:00
$begingroup$
Not if -1 is not allowed as an element.
$endgroup$
– mathreadler
Jun 8 '15 at 21:02
$begingroup$
Which field? Non-negative reals $mathbb{R}_{geq 0}$ are not a field, since $1$ does not have an additive inverse. $mathbb{Z}$ is not a field since $frac{1}{2} notin mathbb{Z}$.
$endgroup$
– cactus314
Jun 8 '15 at 21:03
$begingroup$
Yes you are right, it's not a field. Let's just say the set of elements is limited to positive reals.
$endgroup$
– mathreadler
Jun 8 '15 at 21:05
$begingroup$
If we use $mathbb{Z}$ instead of $mathbb{R}$ we get a $mathbb{Z}$-module. In the other case, $mathbb{R}_{geq 0}$ is not even a group, so non-negative matrices are a world of their own.
$endgroup$
– cactus314
Jun 8 '15 at 21:09
|
show 1 more comment
$begingroup$
Your proposition is in general false unless you specify which elements the matrices are allowed to take.
The matrix $T = left(begin{array}{cc} 0&1\1&0end{array}right)$ with elements in non-negative reals or integers has $T^2 = I$ without being diagonalizable.
This particular T gives $aT$ for positive real a is a representation for negative reals if $aI$ represent positive a. Furthermore if we define addition as the subspace spanned by all matrices except $left(begin{array}{cc} 1&1\1&1end{array}right)$ we can perform both addition and multiplication - we have constructed new numbers!
Example, add 2 and -1: Just ordinary matrix addition: $left(begin{array}{cc} 2&1\1&2end{array}right)$, but after stripping the projection on $left(begin{array}{cc} 1&1\1&1end{array}right)$, we are left with $left(begin{array}{cc} 1&0\0&1end{array}right)$ which represents 1.
$endgroup$
Your proposition is in general false unless you specify which elements the matrices are allowed to take.
The matrix $T = left(begin{array}{cc} 0&1\1&0end{array}right)$ with elements in non-negative reals or integers has $T^2 = I$ without being diagonalizable.
This particular T gives $aT$ for positive real a is a representation for negative reals if $aI$ represent positive a. Furthermore if we define addition as the subspace spanned by all matrices except $left(begin{array}{cc} 1&1\1&1end{array}right)$ we can perform both addition and multiplication - we have constructed new numbers!
Example, add 2 and -1: Just ordinary matrix addition: $left(begin{array}{cc} 2&1\1&2end{array}right)$, but after stripping the projection on $left(begin{array}{cc} 1&1\1&1end{array}right)$, we are left with $left(begin{array}{cc} 1&0\0&1end{array}right)$ which represents 1.
edited Jun 8 '15 at 21:23
answered Jun 8 '15 at 20:54
mathreadlermathreadler
15k72263
15k72263
$begingroup$
Aren't ${(1,1), (1,-1)}$ eigenvectors?
$endgroup$
– cactus314
Jun 8 '15 at 21:00
$begingroup$
Not if -1 is not allowed as an element.
$endgroup$
– mathreadler
Jun 8 '15 at 21:02
$begingroup$
Which field? Non-negative reals $mathbb{R}_{geq 0}$ are not a field, since $1$ does not have an additive inverse. $mathbb{Z}$ is not a field since $frac{1}{2} notin mathbb{Z}$.
$endgroup$
– cactus314
Jun 8 '15 at 21:03
$begingroup$
Yes you are right, it's not a field. Let's just say the set of elements is limited to positive reals.
$endgroup$
– mathreadler
Jun 8 '15 at 21:05
$begingroup$
If we use $mathbb{Z}$ instead of $mathbb{R}$ we get a $mathbb{Z}$-module. In the other case, $mathbb{R}_{geq 0}$ is not even a group, so non-negative matrices are a world of their own.
$endgroup$
– cactus314
Jun 8 '15 at 21:09
|
show 1 more comment
$begingroup$
Aren't ${(1,1), (1,-1)}$ eigenvectors?
$endgroup$
– cactus314
Jun 8 '15 at 21:00
$begingroup$
Not if -1 is not allowed as an element.
$endgroup$
– mathreadler
Jun 8 '15 at 21:02
$begingroup$
Which field? Non-negative reals $mathbb{R}_{geq 0}$ are not a field, since $1$ does not have an additive inverse. $mathbb{Z}$ is not a field since $frac{1}{2} notin mathbb{Z}$.
$endgroup$
– cactus314
Jun 8 '15 at 21:03
$begingroup$
Yes you are right, it's not a field. Let's just say the set of elements is limited to positive reals.
$endgroup$
– mathreadler
Jun 8 '15 at 21:05
$begingroup$
If we use $mathbb{Z}$ instead of $mathbb{R}$ we get a $mathbb{Z}$-module. In the other case, $mathbb{R}_{geq 0}$ is not even a group, so non-negative matrices are a world of their own.
$endgroup$
– cactus314
Jun 8 '15 at 21:09
$begingroup$
Aren't ${(1,1), (1,-1)}$ eigenvectors?
$endgroup$
– cactus314
Jun 8 '15 at 21:00
$begingroup$
Aren't ${(1,1), (1,-1)}$ eigenvectors?
$endgroup$
– cactus314
Jun 8 '15 at 21:00
$begingroup$
Not if -1 is not allowed as an element.
$endgroup$
– mathreadler
Jun 8 '15 at 21:02
$begingroup$
Not if -1 is not allowed as an element.
$endgroup$
– mathreadler
Jun 8 '15 at 21:02
$begingroup$
Which field? Non-negative reals $mathbb{R}_{geq 0}$ are not a field, since $1$ does not have an additive inverse. $mathbb{Z}$ is not a field since $frac{1}{2} notin mathbb{Z}$.
$endgroup$
– cactus314
Jun 8 '15 at 21:03
$begingroup$
Which field? Non-negative reals $mathbb{R}_{geq 0}$ are not a field, since $1$ does not have an additive inverse. $mathbb{Z}$ is not a field since $frac{1}{2} notin mathbb{Z}$.
$endgroup$
– cactus314
Jun 8 '15 at 21:03
$begingroup$
Yes you are right, it's not a field. Let's just say the set of elements is limited to positive reals.
$endgroup$
– mathreadler
Jun 8 '15 at 21:05
$begingroup$
Yes you are right, it's not a field. Let's just say the set of elements is limited to positive reals.
$endgroup$
– mathreadler
Jun 8 '15 at 21:05
$begingroup$
If we use $mathbb{Z}$ instead of $mathbb{R}$ we get a $mathbb{Z}$-module. In the other case, $mathbb{R}_{geq 0}$ is not even a group, so non-negative matrices are a world of their own.
$endgroup$
– cactus314
Jun 8 '15 at 21:09
$begingroup$
If we use $mathbb{Z}$ instead of $mathbb{R}$ we get a $mathbb{Z}$-module. In the other case, $mathbb{R}_{geq 0}$ is not even a group, so non-negative matrices are a world of their own.
$endgroup$
– cactus314
Jun 8 '15 at 21:09
|
show 1 more comment
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1
$begingroup$
Yes it does. Do you know about minimal polynomials?
$endgroup$
– Omnomnomnom
Jun 8 '15 at 20:02
1
$begingroup$
@Omnomnomnom: Not really. I will try john's method and see if it works.
$endgroup$
– user112358
Jun 8 '15 at 20:11
$begingroup$
From Jordan form it follows immediately $ PJP^{-1} PJP^{-1}=I $,Squarred Jordan block is identity only if it is diagonal.
$endgroup$
– Widawensen
Dec 13 '18 at 9:10