Jordan Forms, Algebraic and Geometric Multiplicity

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SUMMARY

The discussion focuses on determining the Jordan form of a 20 × 20 matrix C with a characteristic polynomial of (λ^2 − 4)^10. The eigenvalues are ±2, each with an algebraic multiplicity of 10. The geometric multiplicities are derived from the dimensions of the kernels: ker(C−2I) has dimensions 3, 6, 8, and 10, while ker(C + 2I) has dimensions 3, 5, 7, and 8. The geometric multiplicity indicates the number of Jordan blocks for each eigenvalue, and the process for constructing the Jordan basis involves creating chains from the kernels.

PREREQUISITES
  • Understanding of Jordan forms and their significance in linear algebra.
  • Knowledge of eigenvalues and their algebraic and geometric multiplicities.
  • Familiarity with kernel dimensions and their implications for matrix theory.
  • Basic concepts of linear transformations and vector spaces.
NEXT STEPS
  • Study the construction of Jordan chains and their role in forming Jordan blocks.
  • Learn about the implications of geometric multiplicity on the structure of Jordan forms.
  • Explore examples of matrices with known Jordan forms to solidify understanding.
  • Investigate the relationship between kernel dimensions and the algebraic/geometric multiplicities in more complex matrices.
USEFUL FOR

Students and professionals in mathematics, particularly those studying linear algebra, matrix theory, and eigenvalue problems. This discussion is beneficial for anyone looking to deepen their understanding of Jordan forms and their applications.

shaon0
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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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