Orthogonal group/linear algebra/group theory

In summary: larger group, you need to check that the product of two elements of the restricted group is still in the restricted group.
  • #1
Computnik
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Homework Statement


This problem has two parts:

i) Determine the range of det: O(n) → ℝ.

ii) Are det-1({1})⊂O(n) and det-1({1})⊂O(n) groups?

Homework Equations


AA-1=I & AAT=I


The Attempt at a Solution


i) det(AAT)=det(I)

det(AAT)=1

det(A) det(AT)=1

det(A) det(A)=1

(det(A))2=1

det(A)= +-1

So the range is +-1.

Did I make any mistakes?

ii) The function det: O(n) → ℝ is not injective, so therefore the inverse function does not exist (right?). Which would result in det-1({1})⊂O(n) and det-1({1})⊂O(n) not being groups (right?).
 
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  • #2
It would help if you would define O(n). Is O the set of all unitary matrices? or what? What is the n? And in part 2 you ask the same question twice. Would the second question be re {-1}?
 
  • #3
Computnik said:

Homework Statement


This problem has two parts:

i) Determine the range of det: O(n) → ℝ.

ii) Are det-1({1})⊂O(n) and det-1({1})⊂O(n) groups?

Homework Equations


AA-1=I & AAT=I


The Attempt at a Solution


i) det(AAT)=det(I)

det(AAT)=1

det(A) det(AT)=1

det(A) det(A)=1

(det(A))2=1

det(A)= +-1

So the range is +-1.

Did I make any mistakes?

ii) The function det: O(n) → ℝ is not injective, so therefore the inverse function does not exist (right?). Which would result in det-1({1})⊂O(n) and det-1({1})⊂O(n) not being groups (right?).
##\det^{-1}(\{1\})## is meant to denote the set of matrices in O(n) with determinant 1. You're right that ##\det^{-1}## is not a function, but that has nothing to do with what you're being asked to prove.
 
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  • #4
O(n) is the orthogonal group.
vela said:
##\det^{-1}(\{1\})## is meant to denote the set of matrices in O(n) with determinant 1. You're right that ##\det^{-1}## is not a function, but that has nothing to do with what you're being asked to prove.
Ok, I wasn't aware of that. Thanks!
 
  • #5
Follow-Up Question:

Is it true that in order to determine whether or not det-1({1})⊂O(n) and det-1({1})⊂O(n) are groups I will have to show that they "hold" for the following?

Let's say that det-1({1})⊂O(n)=G.

i) The following is true x ° (y ° z) = (x ° y) ° z for all x, y, z ∈ G.

ii) There exists some e ∈ G such that x ° e = e ° x = x.

iii) For all x ∈ G, x-1 ∈ G : x ° x-1 = x-1 ° x = e.

Do I make any sense?

Also: What elements does det-1({1}) contain?
 
  • #6
Computnik said:
Follow-Up Question:

Is it true that in order to determine whether or not det-1({1})⊂O(n) and det-1({1})⊂O(n) are groups I will have to show that they "hold" for the following?

Let's say that det-1({1})⊂O(n)=G.
Do you mean ##G=\det^{-1}({1})## or do you mean ##G=O(n)##? From what you wrote, it's the latter, but I think you meant the former.

i) The following is true x ° (y ° z) = (x ° y) ° z for all x, y, z ∈ G.

ii) There exists some e ∈ G such that x ° e = e ° x = x.

iii) For all x ∈ G, x-1 ∈ G : x ° x-1 = x-1 ° x = e.

Do I make any sense?
Yes, if you show that ##(G,\circ)## satisfy these three conditions, then you've shown that ##(G,\circ)## is a group.

Also: What elements does det-1({1}) contain?
In general, if you have a function ##f: A \to B##, you have by definition that ##f^{-1}(Y) = \{x \in A\ \vert\ f(x) \in Y\}## where ##Y \subset B##. In other words, it's everything in the domain that maps onto an element in Y.

In your particular case, ##\det^{-1}(\{1\})## would be the set ##\{x \in O(n)\ \vert \ \det(x) \in \{1\}\}##. Since there's only one element in {1}, the elements of the set satisfy det(x)=1.
 
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  • #7
vela said:
Do you mean ##G=\det^{-1}({1})## or do you mean ##G=O(n)##? From what you wrote, it's the latter, but I think you meant the former.Yes, if you show that ##(G,\circ)## satisfy these three conditions, then you've shown that ##(G,\circ)## is a group.In general, if you have a function ##f: A \to B##, you have by definition that ##f^{-1}(Y) = \{x \in A\ \vert\ f(x) \in Y\}## where ##Y \subset B##. In other words, it's everything in the domain that maps onto an element in Y.

In your particular case, ##\det^{-1}(\{1\})## would be the set ##\{x \in O(n)\ \vert \ \det(x) \in \{1\}\}##. Since there's only one element in {1}, the elements of the set satisfy det(x)=1.
Yes you were right in assuming that I meant that!

Follow-Up question:

Which elements does O(n) contain and is there a way of knowing which elements (of O(n)) that satisfies det(x)=1 and which elements that satisfies det(y)=-1?

I guess the first step would be to determine if the function det is injective or not? (Since that would indicate if some element of O(n), say z, satisfies only one of following conditions: det(z)=1, det(z)=-1.)

Is it correct to assume that the function det is not injective?
 
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  • #8
Computnik said:
Yes you were right in assuming that I meant that!

Follow-Up question:

Which elements does O(n) contain and is there a way of knowing which elements (of O(n)) that satisfies det(x)=1 and which elements that satisfies det(y)=-1?

O(n) consists of those nxn matrices [itex]A[/itex] such that [itex]A^{-1} = A^T[/itex]. It follows that if [itex]A \in O(n)[/itex] then
[tex]
\det(A)\det(A^T) = \det(AA^T) = \det(I) = 1
[/tex]
Since [itex]\det(A) = \det(A^T)[/itex] it follows that [itex]|\det(A)| = 1[/itex] if [itex]A[/itex] is orthogonal.

To return to an earlier point: If you are trying to show that some subset is a subgroup, there's a lot you already know simply because the group operation of a subgroup is exactly the same as the group operation of the full group:

- The group operation will be associative.
- The only way a proposed subgroup can fail to have identity is if the full group identity is not in the proposed subgroup.
- The only way an element of a proposed subgroup can fail to have an inverse is if its inverse in the full group is not in the proposed subgroup.
- The only way two elements of a proposed subgroup can fail to have a product in the proposed subgroup is if their product in the full group is not in the proposed subgroup.

It is implicitly assumed in the definition of a group (as a result of the definition of a binary operation on a set) that the product of two group elements is always in the group, but when you restrict to a subgroup you have actually to check that the product of any two elements in the subgroup will actually be in the subgroup.
 
  • #9
Now that i know what O(n) is:

The set that mapped into 1 you can show you have a subgroup. The set that mapped into -1 does not look promising as a group. You should show that.
 
  • #10
Computnik said:
Which elements does O(n) contain and is there a way of knowing which elements (of O(n)) that satisfies det(x)=1 and which elements that satisfies det(y)=-1?
By definition, O(n) is the set of all nxn orthogonal matrices. That means if you know a matrix A is in O(n), you know that ##AA^T=I## and ##A^TA=I##.

If you picked a random element out of O(n), you'd have to calculate its determinant to see which condition it satisfies. If you picked a random element out of ##\det^{-1}({1})##, however, you know that its determinant is 1.

I guess the first step would be to determine if the function det is injective or not? (Since that would indicate if some element of O(n), say z, satisfies only one of following conditions: det(z)=1, det(z)=-1.)
I think you mean surjective, right? You showed in part (a) that if a matrix A is in O(n), its determinant is either +1 or -1. It's got to be one or the other; it can't be anything else.

Is it correct to assume that the function det is not injective?

You're right that det is not injective, but you should be able to prove this. It det were injective, then O(n) could only contain two matrices, one that has determinant +1 and one that has determinant -1. Consider the n=2 case. Can you think of two orthogonal matrices that have determinant 1? That would be enough to prove det is not injective.
 
  • #11
You know there are lots of unitary functions whose determinants are 1 or -1. So to even talk about an inverse to this operation is confusing. You just want to talk about the set of orthogonal functions whose determinant is 1 or -1. And if a matrix maps into 1, it maps into 1. Talking about injective and surjective is introducing verbiage you don't need. (I'm all for using it when you need it, but you just don't here).

What you need is to look at the set of orthonormal functions with a determinant of 1 and those with a determinant of -1. Is either of these sets a group (under matrix multiplication)? Both? Neither?
 
  • #12
I was able to find the solution now. Thanks for all the help!
 

Related to Orthogonal group/linear algebra/group theory

1. What is an orthogonal group?

An orthogonal group is a mathematical group that consists of all orthogonal matrices. An orthogonal matrix is a square matrix whose columns and rows are orthonormal vectors, meaning they are unit vectors and are perpendicular to each other. In simpler terms, an orthogonal group is a group of matrices that represent rotations and reflections in n-dimensional space.

2. What is the significance of orthogonal groups in linear algebra?

Orthogonal groups are significant in linear algebra because they represent transformations that preserve the length and angles of vectors. This makes them useful in various applications such as computer graphics, physics, and engineering. In addition, orthogonal matrices have special properties that make them easier to work with in calculations and proofs.

3. How are orthogonal groups related to group theory?

In group theory, an orthogonal group is a specific type of Lie group, which is a continuous group that is also a smooth manifold. This means that it has both algebraic and geometric properties. The study of orthogonal groups falls under the branch of group theory known as representation theory, which involves studying how mathematical objects can be represented by matrices or other structures.

4. What are some important examples of orthogonal groups?

The most well-known example of an orthogonal group is the special orthogonal group, denoted as SO(n), which consists of all n by n orthogonal matrices with determinant 1. Another important example is the orthogonal group O(n), which consists of all n by n orthogonal matrices with any determinant. In addition, there are other special orthogonal groups such as the orthogonal group of real quaternions and the spin group.

5. How are orthogonal groups used in real-world applications?

Orthogonal groups have many practical applications in fields such as physics, engineering, and computer graphics. They are used to represent rotations and reflections in 3D and higher-dimensional space, which is essential in computer graphics for creating realistic 3D animations. In physics, orthogonal groups are used to describe the symmetries of physical systems, and in engineering, they are used in areas such as robotics and control theory to model and analyze physical systems.

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