Can every orthogonal matrix be written as a product of Givens rotations?
I'd like to know whether every orthogonal matrix
$$ A in mathcal{O}_n(mathbb{R})$$
can be written as a product of givens-rotations. I know that when we do QR-decomposition of matrix $A$ we get
$$ A = Q R $$
So my idea was to prove that $R$ must be the identity $I_n$, however I'm stuck at that. Can somebody give me a hint on how I could prove this?
matrices matrix-decomposition orthogonal-matrices
add a comment |
I'd like to know whether every orthogonal matrix
$$ A in mathcal{O}_n(mathbb{R})$$
can be written as a product of givens-rotations. I know that when we do QR-decomposition of matrix $A$ we get
$$ A = Q R $$
So my idea was to prove that $R$ must be the identity $I_n$, however I'm stuck at that. Can somebody give me a hint on how I could prove this?
matrices matrix-decomposition orthogonal-matrices
3
Orthogonal matrices could be reflections.
– Doug M
Nov 28 '18 at 18:01
www-old.math.gatech.edu/academic/courses/core/math2601/… page 38
– Ryan Howe
Nov 28 '18 at 18:06
add a comment |
I'd like to know whether every orthogonal matrix
$$ A in mathcal{O}_n(mathbb{R})$$
can be written as a product of givens-rotations. I know that when we do QR-decomposition of matrix $A$ we get
$$ A = Q R $$
So my idea was to prove that $R$ must be the identity $I_n$, however I'm stuck at that. Can somebody give me a hint on how I could prove this?
matrices matrix-decomposition orthogonal-matrices
I'd like to know whether every orthogonal matrix
$$ A in mathcal{O}_n(mathbb{R})$$
can be written as a product of givens-rotations. I know that when we do QR-decomposition of matrix $A$ we get
$$ A = Q R $$
So my idea was to prove that $R$ must be the identity $I_n$, however I'm stuck at that. Can somebody give me a hint on how I could prove this?
matrices matrix-decomposition orthogonal-matrices
matrices matrix-decomposition orthogonal-matrices
edited Nov 28 '18 at 18:20
Jean-Claude Arbaut
14.7k63464
14.7k63464
asked Nov 28 '18 at 17:59
msrd0msrd0
1184
1184
3
Orthogonal matrices could be reflections.
– Doug M
Nov 28 '18 at 18:01
www-old.math.gatech.edu/academic/courses/core/math2601/… page 38
– Ryan Howe
Nov 28 '18 at 18:06
add a comment |
3
Orthogonal matrices could be reflections.
– Doug M
Nov 28 '18 at 18:01
www-old.math.gatech.edu/academic/courses/core/math2601/… page 38
– Ryan Howe
Nov 28 '18 at 18:06
3
3
Orthogonal matrices could be reflections.
– Doug M
Nov 28 '18 at 18:01
Orthogonal matrices could be reflections.
– Doug M
Nov 28 '18 at 18:01
www-old.math.gatech.edu/academic/courses/core/math2601/… page 38
– Ryan Howe
Nov 28 '18 at 18:06
www-old.math.gatech.edu/academic/courses/core/math2601/… page 38
– Ryan Howe
Nov 28 '18 at 18:06
add a comment |
2 Answers
2
active
oldest
votes
Givens rotations are... rotations, they preserve orientation ($det(M)=+1$), however $mathcal{O}_n(mathbb{R})$ has two components, one component is rotations ($det(M)=+1$), the other is reflections ($det(M)=-1$).
Example of $Minmathcal{O}_2(mathbb{R})$ that can not be written as a Givens rotation (its determinant is $-1$)
$$
M=left(begin{array}{cc}
-1 & 0 \
0 & 1
end{array}right)
$$
You can not find Givens rotation $G_theta=left(begin{array}{cc}
costheta & -sintheta \
sintheta & costheta
end{array}right)$ such that $M=G_theta$
If you want to have a Givens rotation decomposition you must restrict yourself to $SO_n(mathbb{R})$, the special orthogonal group, which is defined by $M^tM=I_d$ and $det{M}=+1$.
1
Thanks, I was trying to construct a matrix where it wouldn't work before attempting to prove, I must have missed that one
– msrd0
Nov 28 '18 at 22:13
add a comment |
If you write the matrix $A=QR$ then there are two ways you can perform this.
$$ A underbrace{R_{1} R_{2} cdots R_{n}}_{hat{R}^{-1}} = hat{Q} tag{1} $$
or the following, which is what you want
$$ underbrace{Q_{n} Q_{n-1} cdots Q_{2}Q_{1}}_{{Q}^{*}}A = R tag{2} $$
In $1$ we see that Gram-Schmidt applies a sequence of elementary triangular matrices $R_{k}$ on the right of $A$. For $2$ we see a sequence of elementary unitary matrices $Q_{k}$ on the left of $A$. The matrices $Q_{k}$ can be givens matrices.
$$ underbrace{G_{n} G_{n-1} cdots G_{2}G_{1}}_{{G}^{*}}A = R tag{3} $$
All you need to prove is that $G_{k}$ is a unitary matrix. It is. There are notes provided here.
add a comment |
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2 Answers
2
active
oldest
votes
2 Answers
2
active
oldest
votes
active
oldest
votes
active
oldest
votes
Givens rotations are... rotations, they preserve orientation ($det(M)=+1$), however $mathcal{O}_n(mathbb{R})$ has two components, one component is rotations ($det(M)=+1$), the other is reflections ($det(M)=-1$).
Example of $Minmathcal{O}_2(mathbb{R})$ that can not be written as a Givens rotation (its determinant is $-1$)
$$
M=left(begin{array}{cc}
-1 & 0 \
0 & 1
end{array}right)
$$
You can not find Givens rotation $G_theta=left(begin{array}{cc}
costheta & -sintheta \
sintheta & costheta
end{array}right)$ such that $M=G_theta$
If you want to have a Givens rotation decomposition you must restrict yourself to $SO_n(mathbb{R})$, the special orthogonal group, which is defined by $M^tM=I_d$ and $det{M}=+1$.
1
Thanks, I was trying to construct a matrix where it wouldn't work before attempting to prove, I must have missed that one
– msrd0
Nov 28 '18 at 22:13
add a comment |
Givens rotations are... rotations, they preserve orientation ($det(M)=+1$), however $mathcal{O}_n(mathbb{R})$ has two components, one component is rotations ($det(M)=+1$), the other is reflections ($det(M)=-1$).
Example of $Minmathcal{O}_2(mathbb{R})$ that can not be written as a Givens rotation (its determinant is $-1$)
$$
M=left(begin{array}{cc}
-1 & 0 \
0 & 1
end{array}right)
$$
You can not find Givens rotation $G_theta=left(begin{array}{cc}
costheta & -sintheta \
sintheta & costheta
end{array}right)$ such that $M=G_theta$
If you want to have a Givens rotation decomposition you must restrict yourself to $SO_n(mathbb{R})$, the special orthogonal group, which is defined by $M^tM=I_d$ and $det{M}=+1$.
1
Thanks, I was trying to construct a matrix where it wouldn't work before attempting to prove, I must have missed that one
– msrd0
Nov 28 '18 at 22:13
add a comment |
Givens rotations are... rotations, they preserve orientation ($det(M)=+1$), however $mathcal{O}_n(mathbb{R})$ has two components, one component is rotations ($det(M)=+1$), the other is reflections ($det(M)=-1$).
Example of $Minmathcal{O}_2(mathbb{R})$ that can not be written as a Givens rotation (its determinant is $-1$)
$$
M=left(begin{array}{cc}
-1 & 0 \
0 & 1
end{array}right)
$$
You can not find Givens rotation $G_theta=left(begin{array}{cc}
costheta & -sintheta \
sintheta & costheta
end{array}right)$ such that $M=G_theta$
If you want to have a Givens rotation decomposition you must restrict yourself to $SO_n(mathbb{R})$, the special orthogonal group, which is defined by $M^tM=I_d$ and $det{M}=+1$.
Givens rotations are... rotations, they preserve orientation ($det(M)=+1$), however $mathcal{O}_n(mathbb{R})$ has two components, one component is rotations ($det(M)=+1$), the other is reflections ($det(M)=-1$).
Example of $Minmathcal{O}_2(mathbb{R})$ that can not be written as a Givens rotation (its determinant is $-1$)
$$
M=left(begin{array}{cc}
-1 & 0 \
0 & 1
end{array}right)
$$
You can not find Givens rotation $G_theta=left(begin{array}{cc}
costheta & -sintheta \
sintheta & costheta
end{array}right)$ such that $M=G_theta$
If you want to have a Givens rotation decomposition you must restrict yourself to $SO_n(mathbb{R})$, the special orthogonal group, which is defined by $M^tM=I_d$ and $det{M}=+1$.
answered Nov 28 '18 at 18:14
Picaud VincentPicaud Vincent
1,29539
1,29539
1
Thanks, I was trying to construct a matrix where it wouldn't work before attempting to prove, I must have missed that one
– msrd0
Nov 28 '18 at 22:13
add a comment |
1
Thanks, I was trying to construct a matrix where it wouldn't work before attempting to prove, I must have missed that one
– msrd0
Nov 28 '18 at 22:13
1
1
Thanks, I was trying to construct a matrix where it wouldn't work before attempting to prove, I must have missed that one
– msrd0
Nov 28 '18 at 22:13
Thanks, I was trying to construct a matrix where it wouldn't work before attempting to prove, I must have missed that one
– msrd0
Nov 28 '18 at 22:13
add a comment |
If you write the matrix $A=QR$ then there are two ways you can perform this.
$$ A underbrace{R_{1} R_{2} cdots R_{n}}_{hat{R}^{-1}} = hat{Q} tag{1} $$
or the following, which is what you want
$$ underbrace{Q_{n} Q_{n-1} cdots Q_{2}Q_{1}}_{{Q}^{*}}A = R tag{2} $$
In $1$ we see that Gram-Schmidt applies a sequence of elementary triangular matrices $R_{k}$ on the right of $A$. For $2$ we see a sequence of elementary unitary matrices $Q_{k}$ on the left of $A$. The matrices $Q_{k}$ can be givens matrices.
$$ underbrace{G_{n} G_{n-1} cdots G_{2}G_{1}}_{{G}^{*}}A = R tag{3} $$
All you need to prove is that $G_{k}$ is a unitary matrix. It is. There are notes provided here.
add a comment |
If you write the matrix $A=QR$ then there are two ways you can perform this.
$$ A underbrace{R_{1} R_{2} cdots R_{n}}_{hat{R}^{-1}} = hat{Q} tag{1} $$
or the following, which is what you want
$$ underbrace{Q_{n} Q_{n-1} cdots Q_{2}Q_{1}}_{{Q}^{*}}A = R tag{2} $$
In $1$ we see that Gram-Schmidt applies a sequence of elementary triangular matrices $R_{k}$ on the right of $A$. For $2$ we see a sequence of elementary unitary matrices $Q_{k}$ on the left of $A$. The matrices $Q_{k}$ can be givens matrices.
$$ underbrace{G_{n} G_{n-1} cdots G_{2}G_{1}}_{{G}^{*}}A = R tag{3} $$
All you need to prove is that $G_{k}$ is a unitary matrix. It is. There are notes provided here.
add a comment |
If you write the matrix $A=QR$ then there are two ways you can perform this.
$$ A underbrace{R_{1} R_{2} cdots R_{n}}_{hat{R}^{-1}} = hat{Q} tag{1} $$
or the following, which is what you want
$$ underbrace{Q_{n} Q_{n-1} cdots Q_{2}Q_{1}}_{{Q}^{*}}A = R tag{2} $$
In $1$ we see that Gram-Schmidt applies a sequence of elementary triangular matrices $R_{k}$ on the right of $A$. For $2$ we see a sequence of elementary unitary matrices $Q_{k}$ on the left of $A$. The matrices $Q_{k}$ can be givens matrices.
$$ underbrace{G_{n} G_{n-1} cdots G_{2}G_{1}}_{{G}^{*}}A = R tag{3} $$
All you need to prove is that $G_{k}$ is a unitary matrix. It is. There are notes provided here.
If you write the matrix $A=QR$ then there are two ways you can perform this.
$$ A underbrace{R_{1} R_{2} cdots R_{n}}_{hat{R}^{-1}} = hat{Q} tag{1} $$
or the following, which is what you want
$$ underbrace{Q_{n} Q_{n-1} cdots Q_{2}Q_{1}}_{{Q}^{*}}A = R tag{2} $$
In $1$ we see that Gram-Schmidt applies a sequence of elementary triangular matrices $R_{k}$ on the right of $A$. For $2$ we see a sequence of elementary unitary matrices $Q_{k}$ on the left of $A$. The matrices $Q_{k}$ can be givens matrices.
$$ underbrace{G_{n} G_{n-1} cdots G_{2}G_{1}}_{{G}^{*}}A = R tag{3} $$
All you need to prove is that $G_{k}$ is a unitary matrix. It is. There are notes provided here.
answered Nov 28 '18 at 18:15
Ryan HoweRyan Howe
2,41911323
2,41911323
add a comment |
add a comment |
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3
Orthogonal matrices could be reflections.
– Doug M
Nov 28 '18 at 18:01
www-old.math.gatech.edu/academic/courses/core/math2601/… page 38
– Ryan Howe
Nov 28 '18 at 18:06