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Diagonalizability

Module by: Thanos Antoulas, JP Slavinsky. E-mail the authors

Summary: Diagonalizability of Matrices

A diagonal matrix is one whose elements not on the diagonal are equal to 00. The following matrix is one example. ( a000 0b00 00c0 000d ) a000 0b00 00c0 000d

A matrix AA is diagonalizable if there exists a matrix VRn×n V × n n , detV0 V 0 such that VAV-1=Λ V A V Λ is diagonal. In such a case, the diagonal entries of ΛΛ are the eigenvalues of AA.

Let's take an eigenvalue decomposition example to work backwards to this result.

Assume that the matrix AA has eigenvectors vv and ww and the respective eigenvalues λvλv and λwλw: Av=λvv A v λv v Aw=λww A w λw w

We can combine these two equations into an equation of matrices: A( vw )=( vw )( λv0 0λv ) A vw vw λv0 0λv

To simplify this equation, we can replace the eigenvector matrix with VV and the eigenvalue matrix with ΛΛ. AV=VΛ A V V Λ

Now, by multiplying both sides of the equation by V-1 V , we see the diagonalizability equation discussed above.

A=VΛV-1 A V Λ V
(1)

When is such a diagonalization possible? The condition is that the algebraic multiplicity equal the geometric multiplicity for each eigenvalue, αi=γi αi γi . This makes sense; basically, we are saying that there are as many eigenvectors as there are eigenvalues. If it were not like this, then the VV matrices would not be square, and therefore could not be inverted as is required by the diagonalizability equation. Remember that the eigenspace associated with a certain eigenvalue λλ is given by kerAλI ker A λ I .

This concept of diagonalizability will come in handy in different linear algebra manipulations later. We can however, see a time-saving application of it now. If the matrix AA is diagonalizable, and we know its eigenvalues λiλi, then we can immediately find the eigenvalues of A2 A 2 : A2=(VΛV-1)(VΛV-1)=VΛ2V-1 A 2 V Λ V V Λ V V Λ 2 V

The eigenvalues of A2 A 2 are simply the eigenvalues of AA, squared.

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Definition of a lens

Lenses

A lens is a custom view of the content in the repository. You can think of it as a fancy kind of list that will let you see content through the eyes of organizations and people you trust.

What is in a lens?

Lens makers point to materials (modules and collections), creating a guide that includes their own comments and descriptive tags about the content.

Who can create a lens?

Any individual member, a community, or a respected organization.

What are tags? tag icon

Tags are descriptors added by lens makers to help label content, attaching a vocabulary that is meaningful in the context of the lens.

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