Jordan Forms, Algebraic and Geometric Multiplicity

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Homework Help Overview

The discussion revolves around the Jordan form of a 20 × 20 matrix C, characterized by its eigenvalues and their algebraic and geometric multiplicities. The characteristic polynomial is given as (λ^2 − 4)^10, indicating eigenvalues of ±2 with a multiplicity of 10. The dimensions of various kernels related to these eigenvalues are also provided.

Discussion Character

  • Exploratory, Conceptual clarification, Assumption checking

Approaches and Questions Raised

  • Participants explore the algebraic and geometric multiplicities of the eigenvalues, questioning how to determine the geometric multiplicity and its implications for the Jordan form.
  • There are inquiries about the theoretical process for choosing a Jordan basis and the relationship between the kernels of the matrix and the Jordan blocks.
  • Some participants suggest examining the kernels at higher powers to infer properties about the Jordan form.

Discussion Status

Participants are actively engaging with the problem, raising questions about the implications of the geometric multiplicity and the structure of the Jordan blocks. Some guidance has been provided regarding the construction of chains for the Jordan basis, but there is no explicit consensus on the final form of the Jordan matrix.

Contextual Notes

There is uncertainty regarding the geometric multiplicity and how it relates to the Jordan blocks, as well as the implications of the kernels at higher powers. Participants are navigating these complexities without a complete resolution.

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Homework Statement


A 20 × 20 matrix C has characteristic polynomial (λ^2 − 4)^10. It is given that ker(C−2I), ker (C − 2I)^2, ker (C −2I)^3 and ker (C −2I)^4 have dimensions 3,6,8,10 respectively. It is given that ker (C + 2I), ker (C +2I)^2, ker (C +2I)^3 and ker (C +2I)^4 have di-
mensions 3,5,7,8 respectively. What can be said about the Jordan form of C?

The Attempt at a Solution


I know the eigenvalues of C are +-2 each w/ a multiplicity of 10. So, the Jordan Forms will be; Jn(2)\...\Jn(-2) for each n=1,2,3,... where n is the algebraic multiplicities.
Any help with Jordan Forms, Algebraic and Geometric Multiplicity will be appreciated.

Thanks in advance.
 
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OK,

1) What is the algebraic and geometric multiplicity of your eigenvalues??

2) What does the geometric multiplicity indicate about your Jordan matrix??

3) How would you choose your basis. Theoretically. I know you don't have a matrix here, but what is the general process for choosing the Jordan basis??

4) Can you say anything about Ker(C-2I)^5 or Ker(C+2I)^5?? And what about Ker(C-2I)^6 or Ker(C+2I)^6??
 
micromass said:
OK,

1) What is the algebraic and geometric multiplicity of your eigenvalues??

2) What does the geometric multiplicity indicate about your Jordan matrix??

3) How would you choose your basis. Theoretically. I know you don't have a matrix here, but what is the general process for choosing the Jordan basis??

4) Can you say anything about Ker(C-2I)^5 or Ker(C+2I)^5?? And what about Ker(C-2I)^6 or Ker(C+2I)^6??

1) Alg. Multiplicity for each eigenvalue is 10 where eigenvalues are +-2. Not sure how to find the geometric multiplicity. Probably my biggest issue with this topic.

2) Geometric multiplicity is the no. of jordan blocks for each eigenvalue w/ 1 on top of each diagonal entry in the matrix C.

3) Gram-Schmidt, Householder's. To be honest, I'm not entirely sure.

4) Does Ker(C-2I)^6=Union {n=1 to 5} Ker(C-2I)^n. Same goes for Ker(C+2I)^6. I'm also not sure about this.
 
shaon0 said:
1) Alg. Multiplicity for each eigenvalue is 10 where eigenvalues are +-2. Not sure how to find the geometric multiplicity. Probably my biggest issue with this topic.

The geometric multiplicity is just Ker(C-\lambda I) where \lambda is your eigenvalue. So you are given your geometric multiplicities.

2) Geometric multiplicity is the no. of jordan blocks for each eigenvalue w/ 1 on top of each diagonal entry in the matrix C.

Good. And now that you know the geometric multiplicity, what is the number of Jordan blocks?

3) Gram-Schmidt, Householder's. To be honest, I'm not entirely sure.

It's quite easy, you need to construct "chains". For example, if

Ker(C-\lambda I)=3, ~Ker(C-\lambda I)^2=4, ~Ker(C-\lambda I)^3=5

then you start by taking a v in Ker(C-\lambda I)^3 and you construct the chain

\{v,(C-\lambda I)v, (C-\lambda I)^2v\}

If none of these vectors is zero, then you found three elements of your basis. These three elements correspond to a 3x3 Jordan block.

Try to use this to figure out the Jordan blocks in your matrix.

4) Does Ker(C-2I)^6=Union {n=1 to 5} Ker(C-2I)^n. Same goes for Ker(C+2I)^6. I'm also not sure about this.

No, all you know that for large enough n: Ker(C-2I)^n=10 (= the algebraic multiplicity).
 
micromass said:
The geometric multiplicity is just Ker(C-\lambda I) where \lambda is your eigenvalue. So you are given your geometric multiplicities.



Good. And now that you know the geometric multiplicity, what is the number of Jordan blocks?



It's quite easy, you need to construct "chains". For example, if

Ker(C-\lambda I)=3, ~Ker(C-\lambda I)^2=4, ~Ker(C-\lambda I)^3=5

then you start by taking a v in Ker(C-\lambda I)^3 and you construct the chain

\{v,(C-\lambda I)v, (C-\lambda I)^2v\}

If none of these vectors is zero, then you found three elements of your basis. These three elements correspond to a 3x3 Jordan block.

Try to use this to figure out the Jordan blocks in your matrix.



No, all you know that for large enough n: Ker(C-2I)^n=10 (= the algebraic multiplicity).

Oh ok, thank you. I've kind of got it, will need to do a couple of more questions though to solidify the knowledge. Thanks again, really appreciate it :)
 

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