How to prove that an orthogonal projection matrix is idempotent

In summary, an orthogonal projection matrix is a square matrix that projects a vector onto a subspace while preserving its length and perpendicularity. It can be proven to be idempotent by multiplying it by its transpose, and this property is significant because it allows for multiple applications of the projection without changing the result. An orthogonal projection matrix must be idempotent, and it differs from a regular projection matrix in that it projects onto an orthogonal subspace, ensuring the preservation of length and perpendicularity.
  • #1
TheBuddha11
1
0

Homework Statement


Prove that [P]^2=[P] (that the matrix is idempotent)


Homework Equations





The Attempt at a Solution



A(A^T*A)^-1 A^T= (A(A^T*A)^-1 A^T)^2

Where A^T is the transpose of A. I have no idea.
 
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  • #2
What is the relationship between your matrix A and your matrix P?

Backing up a bit further, what is the definition of an orthogonal projection matrix?
 

Related to How to prove that an orthogonal projection matrix is idempotent

1. What is an orthogonal projection matrix?

An orthogonal projection matrix is a square matrix that projects a vector onto a subspace, while preserving its length and perpendicularity to the subspace. It is also known as an orthogonal projection operator.

2. How do you prove that an orthogonal projection matrix is idempotent?

To prove that a matrix is idempotent, you need to show that when the matrix is multiplied by itself, it results in the same matrix. In the case of an orthogonal projection matrix, this can be shown by multiplying the matrix by its transpose, which will result in the same matrix.

3. What is the significance of an orthogonal projection matrix being idempotent?

An idempotent orthogonal projection matrix ensures that the projection operation can be applied multiple times without changing the result. This is useful in many applications, such as in signal processing and image compression.

4. Can an orthogonal projection matrix be non-idempotent?

No, an orthogonal projection matrix must be idempotent by definition. If the matrix is not idempotent, it means that the projection operation is not preserving the length and perpendicularity of the vector, which goes against the properties of an orthogonal projection matrix.

5. How is an orthogonal projection matrix different from a regular projection matrix?

An orthogonal projection matrix is a special case of a regular projection matrix, where the subspace onto which the vector is projected is orthogonal to the complement of the subspace. This ensures that the projection is done in a way that preserves the length and perpendicularity of the vector, while a regular projection matrix may not have these properties.

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