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Chapter 4 of a linear algebra course text associated with Matthews, covering the Jordan canonical form. It defines the subspaces N_{h,p} = Im p^{h-1}(T) ∩ Ker p(T), proves they are nested, and introduces the Matthews dot diagram and conjugate partitions. It then proves the secondary decomposition of Ker p^b(T) into cyclic subspaces, with an inductive independence lemma, and concludes with the Jordan basis and the form P^-1AP = J.

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4 The Jordan Canonical Form The following subspaces are central for our treatment of the Jordan and rational canonical forms of a linear transformation T:V!V. DEFINITION 4.1 WithmT=pb1 1:::pbt tas before and p=pi,b=bifor brevity, we de ne Nh;p= Imph1(T)\Kerp(T): REMARK. In numerical examples, we will need to nd a spanning family forNh;p. This is provided by Problem Sheet 1, Question 11(a): we saw that ifT:U!VandS:V!Ware linear transformations, then If Kerph(T) =hu1;:::;uni, then Nh;p=hph1u1;:::;ph1uni; where we have taken U=V=Wand replaced SandTbyp(T) and ph1(T) respectively, so that ST=ph(T). Also dim( ImT\KerS) =(ST)(T): Hence h;p= dimNh;p = dim( Im ph1(T)\Kerp(T)) =(ph(T))(ph1(T)): THEOREM 4.1 N1;pN2;pNb;p6=f0g=Nb+1;p=: PROOF. Successive containment follows from ImLh1ImLh withL=p(T). The fact that Nb;p6=f0gand thatNb+1;p=f0gfollows directly from the formula dimNh;p=(ph(T))(ph1(T)): For simplicity, assume that pis linear, that is that p=xc. The general story (when deg p>1) is similar, but more complicated; it is delayed until the next section. Telescopic cancellation then gives 65 THEOREM 4.2 1;p+2;p++b;p=(pb(T)) =a; wherepais the exact power of pdividingchT. Consequently we have the decreasing sequence 1;p2;pb;p1: EXAMPLE 4.1 SupposeT:V7!Vis a LT such that p4jjmT; p=xcand (p(T)) = 3;  (p2(T)) = 6; (p3(T)) = 8;  (p4(T)) = 10: So Kerp(T)Kerp2(T)Kerp3(T)Kerp4(T) = Kerp5(T) =: Then 1;p= 3;  2;p= 63 = 3; 3;p= 86 = 2;  4;p= 108 = 2 so N1;p=N2;pN3;p=N4;p6=f0g: 4.1 The Matthews' dot diagram We would represent the previous example as follows: 4;p 3;p 2;p 1;pDots represent dimension: 3 + 3 + 2 + 2 = 10 )10 = 4 + 4 + 2 The conjugate partition of 10 is 4+4+2 (sum of column heights of diagram), and this will soon tell us that there is a corresponding contribution to the Jordan canonical form of this transformation, namely J4(c)J4(c)J2(c): 66 In general, heightb8 >>>>>>>>< >>>>>>>>:b;p  1;p |{z} columns and we label the conjugate partition by e1e2e : Finally, note that the total number of dots in the dot diagram is (pb(T)), by Theorem 4.2. THEOREM 4.3 9v1;:::;v 2Vsuch that pe11v1;pe21v2;:::;pe 1v form a basis for Kerp(T). PROOF. Special case, but the construction is quite general.  choose a basis p3v1;p3v2forN4;p  extend to a basis p3v1;p3v2;pv3forN2;p  Thenp3v1; p3v2; pv3is a basis for N1;p= Kerp(T). THEOREM 4.4 (Secondary decomposition) (i) mT;vi=pei (ii) Kerpb(T) =CT;v1CT;v PROOF. 67 (i) We have pei1vi2Kerp(T), sopeivi= 0 and hence mT;vijpei. Hence mT;vi=pf, where 0fei. Butpei1vi6= 0, as it is part of a basis. Hence feiandf=eias required. (ii) (a) CT;viKerpb(T): Forpeivi= 0 and so pei(fvi) = 08f2F[x]. Hence as eib, we have pb(fvi) =pbei(peifvi) =pbei0 = 0 andfvi2Kerpb(T). Consequently CT;viKerpb(T) and hence CT;v1++CT;v Kerpb(T): (b) We presently show that the subspaces CT;vj,j= 1;:::; are in- dependent, so dim(CT;v1++CT;v ) = X j=1dimCT;vj = X j=1degmT;vj= X j=1ej =(pb(T)) = dim Ker pb(T): Hence Kerpb(T) =CT;v1++CT;v =CT;v1CT;v : The independence of the CT;viis stated as a lemma: Lemma : Letv1;:::;v 2V; e 1e 1; mT;vj=pej1j ;p=xc; Alsope11v1;:::;pe 1v are LI. Then f1v1++f v = 0 ;f1;:::;f 2F[x] )pejjfj1j : Proof : (induction on e1) 68 Firstly, consider e1= 1. Then e1=e2==e = 1: NowmT;vj=pejand pe11v1;:::;pe 1v are LI, sov1;:::;v are LI. So assume f1v1++f v = 0f1;:::;f 2F[x]: (7) and by the remainder theorem fj= (xc)qj+fj(c): (8) Thus fjvj=qj(xc)vj+fj(c)vj =fj(c)vj: So (7) implies f1(c)v1++f (c)v (c) = 0 )fj(c) = 08j= 1;:::; and (8) implies (xc)jfj8j which is the result. Now lete1>1 and assume the lemma is true for e11. If mT;vj=pej; pe11v1;:::;pe 1v are LI, andf1v1++f v = 0 (9) as before, we have f1(pv1) ++f (pv ) = 0 (10) wheremT;pvj=pej1. Now letbe the greatest positive integer such that e>1; i.e. e+1= 1, bute>1. Applying the induction hypothesis to (10), in the form f1(pv1) ++f(pv) = 0 69 we obtain pej1jfj8j= 1;:::;; so we may write fj=pej1gj; (where ifgj=fjifj > ). Now substituting in (9), g1pe11v1++g pe 1v = 0: (11) But mT;pej1vj=p so (11) and the case e1= 1 give pjgj8j; as required. A summary : IfmT= (xc1)b1:::(xct)bt=pb1 1:::pbt t;then there exist vectors vij and positive integers eij(1it;1j i), where i=(TciIV); satisfying bi=ei1ei i; mT;vij=peij i and V=tM i=1 iM j=1CT;vij: We choose the elementary Jordan bases ij:vij;(TciIV)(vij);:::; (TciIV)eij1(vij) forCT;vij. Then if =t[ i=1 i[ j=1 ij; is a basis for Vand we have [T] =tM i=1 iM j=1Jeij(ci) =J: A direct sum of elementary Jordan matrices such as Jis called a Jordan canonical form of T. IfT=TAandP= [v11j. . . . . .jvt t], then P1AP=J andJis called a Jordan canonical form of A. 70