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Linear Algebra, Theory And Applications, 2012a

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10.8. UNIQUENESS 269<br />

Thus the matrix of the transformation is the above. The is the companion matrix of<br />

φ k (λ) r k<br />

= η (λ). In other words, C = C (φ k (λ) r k<br />

)andsoM k has the form claimed in<br />

the theorem. <br />

10.8 Uniqueness<br />

Given A ∈L(V,V )whereV is a vector space having field of scalars F, the above shows<br />

there exists a rational canonical form for A. CouldA have more than one rational canonical<br />

form? Recall the definition of an A cyclic set. For convenience, here it is again.<br />

Definition 10.8.1 Letting x ≠0denote by β x the vectors { x, Ax, A 2 x, ··· ,A m−1 x } where<br />

m is the smallest such that A m x ∈ span ( x, ··· ,A m−1 x ) . This is called an A cyclic set,<br />

denoted by β x .<br />

The following proposition ties these A cyclic sets to polynomials. It is just a review of<br />

ideas used above to prove existence.<br />

Proposition 10.8.2 Let x ≠0and consider { x, Ax, A 2 x, ··· ,A m−1 x } . Then this is an<br />

A cyclic set if and only if there exists a monic polynomial η (λ) such that η (A) x =0and<br />

among all such polynomials ψ (λ) satisfying ψ (A) x =0, η (λ) has the smallest degree. If<br />

V =ker(φ (λ) m ) where φ (λ) is irreducible, then for some positive integer p ≤ m, η (λ) =<br />

φ (λ) p .<br />

Lemma 10.8.3 Let V be a vector space and A ∈L(V,V ) has minimal polynomial φ (λ) m<br />

where φ (λ) is irreducible and has degree d. Let the basis for V consist of { }<br />

β v1<br />

, ··· ,β vs<br />

where β vk<br />

is A cyclic as described above and the rational canonical form for A is the matrix<br />

taken with respect to this basis. Then letting ∣ ∣<br />

∣β vk denote the number of vectors in β vk<br />

, it<br />

follows there is only one possible set of numbers ∣ ∣ βvk∣.<br />

Proof: Say β vj<br />

is associated with the polynomial φ (λ) p j<br />

. Thus, as described above<br />

∣<br />

∣ ∣∣<br />

∣β vj equals pj d. Consider the following table which comes from the A cyclic set<br />

{<br />

vj ,Av j , ··· ,A d−1 v j , ··· ,A pjd−1 }<br />

v j<br />

α j 0 α j 1 α j 2 ··· α j d−1<br />

v j Av j A 2 v j ··· A d−1 v j<br />

φ (A) v j φ (A) Av j φ (A) A 2 v j ··· φ (A) A d−1 v j<br />

.<br />

.<br />

.<br />

.<br />

.<br />

.<br />

.<br />

.<br />

φ (A) pj−1 v j φ (A) pj−1 Av j φ (A) pj−1 A 2 v j ··· φ (A) pj−1 A d−1 v j<br />

In the above, α j k signifies the vectors below it in the kth column. None of these vectors<br />

below the top row are equal to 0 because the degree of φ (λ) pj−1 λ d−1 is dp j − 1, which is<br />

less than p j d and the smallest degree of a nonzero polynomial sending v j to 0 is p j d.Also,<br />

each of these vectors is in the span of β vj<br />

and there are dp j of them, just as there are dp j<br />

vectors in β vj<br />

.<br />

Claim: The vectors<br />

Proof of claim: Suppose<br />

{<br />

}<br />

α j 0 , ··· ,αj d−1<br />

are linearly independent.<br />

∑d−1<br />

p<br />

∑ j−1<br />

i=0 k=0<br />

c ik φ (A) k A i v j =0

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