MinimalPolynomial.pdfHow Can I Find the Minimal Polynomial for a Given Matrix A?

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SUMMARY

The minimal polynomial of a matrix A can be derived from its characteristic polynomial by determining the multiplicities of its roots based on the nullity of the matrix transformations. Specifically, if the characteristic polynomial is given as ((x-1)^4)((x-2)^3)((x-3)^2), the minimal polynomial can be constructed by evaluating the nullities: nullity((A-1*I)^2)=4 leads to (x-1)^2, nullity((A-2*I)^1)=3 leads to (x-2)^1, and nullity((A-3*I)^2)=2 leads to (x-3)^2. Thus, the minimal polynomial is ((x-1)^2)((x-2)^1)((x-3)^2). This process is straightforward in algebraically closed fields like the complex numbers.

PREREQUISITES
  • Understanding of characteristic polynomials
  • Knowledge of matrix nullity and transformations
  • Familiarity with algebraically closed fields, particularly complex numbers
  • Basic concepts of polynomial factorization
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  • Study the properties of minimal polynomials in linear algebra
  • Learn about matrix nullity and its implications for polynomial roots
  • Explore examples of characteristic and minimal polynomials for various matrices
  • Investigate the implications of working in non-algebraically closed fields
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Mathematicians, students of linear algebra, and anyone involved in polynomial theory and matrix analysis will benefit from this discussion.

Chen
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Given a matrix A how can I found its minimal polynomial? I know how to find its characteristic polynomial, but how do I reduce it to minimal?

Thanks,
Chen
 
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Chen said:
Given a matrix A how can I found its minimal polynomial? I know how to find its characteristic polynomial, but how do I reduce it to minimal?
Thanks,
Chen
If A is a matrix and for every polynomial q such that q(A)=0 p|q for some monic polynomial p, then p is the minimal of A.
In other words the minimal polynomial has enough "stuff" to kill every vector, but does not have any extra "stuff". If The field you are working in is algebraically closed (every polynomial has a root) as is the case with C the field of complex numbers things are relatively simple.
The characteristic polynomial can be factored (at least in principle).
The characteristic and minimal polynomials have the same roots but the roots may have different multiplicities. The minimal polynomial can be constucted from the charateristic polynomial as follows. Take a root, if its multiplicity in the charateristic polynomial is n then its multiplicity in the minimal polynomial is the smallest k such that nullity((A-root*I)^k)=n. An example might help
say for some matrix A the characteristic polynomial is ((x-1)^4)((x-2)^3)((x-3)^2)
if nullity((A-1*I)^2)=4 and nullity((A-1*I)^1)<4 (x-1) will have order 2
if nullity((A-2*I)^1)=3 and nullity((A-1*I)^0)<1 (x-2) will have order 1
if nullity((A-1*I)^2)=2 and nullity((A-1*I)^1)<2 (x-3) will have order 2
Then the minimum polynomial is ((x-1)^2)((x-2)^1)((x-3)^2)
In short the charateristic polynomial with kill all vectors, the minimal polynomial also kills all vectors but it may lack some factors of the characteristic polynomial that are not need for killing vectors. If you are not working in an algenraically complete field factors may not exist in which case you keep the irreducible factors.
 

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