Linear Algebra and its Applications

Size: px
Start display at page:

Download "Linear Algebra and its Applications"

Transcription

1 Linear Algebra and its Applications 435 (20) Contents lists available at ScienceDirect Linear Algebra and its Applications journal homepage: On certain finite-dimensional algebras generated by two idempotents A. Böttcher a, I.M. Spitkovsky b, a Fakultät für Mathematik, TU Chemnitz, D-0907 Chemnitz, Germany b Department of Mathematics, The College of William and Mary, Williamsburg, VA 2387, USA ARTICLE INFO Article history: Received September 200 Accepted 5 March 20 Available online 20 April 20 SubmittedbyR.A.Brualdi AMS classification: Primary 5A30 Secondary 5A09 6R50 46H5 47L55 ABSTRACT This paper is concerned with algebras generated by two idempotents P and Q satisfying (PQ) m = (QP) m and (PQ) m (QP) m.the main result is the classification of all these algebras, implying that for each m 2 there exist exactly eight nonisomorphic copies. As an application, it is shown that if an element of such an algebra has a nondegenerate leading term, then it is group invertible, and a formula for the explicit computation of the group inverse is given. 20 Elsevier Inc. All rights reserved. Keywords: Finite-dimensional algebra Idempotent Skew and oblique projection Drazin inversion Group inversion. Introduction and main results Let B be an associative complex algebra and let P, Q B be two idempotents, that is, elements satisfying P 2 = P and Q 2 = Q. We assume that there is a natural number m such that (PQ) m = (QP) m. In that case the algebra A generated by P and Q isthesetofallelementsa of the form A = a P + b Q + a 2 PQ + b 2 QP + a 3 PQP + b 3 QPQ + +a 2m (PQ) m Q + b 2m (QP) m Q + c(pq) m () with coefficients from C. Corresponding author. addresses: aboettch@mathematik.tu-chemnitz.de (A. Böttcher), ilya@math.wm.edu, imspitkovsky@gmail.com (I.M. Spitkovsky) /$ - see front matter 20 Elsevier Inc. All rights reserved. doi:0.06/j.laa

2 824 A. Böttcher, I.M. Spitkovsky / Linear Algebra and its Applications 435 (20) The present paper has its source of motivation in Liu, Wu, and Yu s article [5], who studied group invertibility in matrix algebras generated by two idempotents P and Q under the assumption that the idempotents satisfy additional constraints such as (PQ) 2 = (QP) 2 or (PQ) 2 = 0. (Note that if (PQ) 2 = 0, then (PQ) 3 = (QP) 3 = 0.) In the case where (PQ) 2 = (QP) 2, representation ()takesthe form A = a P + b Q + a 2 PQ + b 2 QP + a 3 PQP + b 3 QPQ + c(pq) 2. Under the assumption that a 0 and b 0,Liuetal.[5] introduced X := P + ( Q + + a ) ( 2 PQ + + b 2 a b a b a b a b a b ( a 2 + b 2 + a ) 2b 2 b a 3 a b a b a 2 b PQP ( a 2 + b 2 + a ) 2b 2 a b 3 a b a b a b 2 QPQ + ( σ 2 2 a 2 + b 2 a 2b 2 b a 3 a 2b 2 a b 3 a b a b a 2 b a b 2 ) PQ ) (PQ) 2, where σ = a + b + a 2 + b 2 + a 3 + b 3 + c and /σ := 0forσ = 0, and they showed by a direct computation that this X satisfies A 2 X = A, X 2 A = X, AX = XA. We wanted to understand where they took this X from and what could happen if the condition (PQ) 2 = (QP) 2 is replaced by (PQ) m = (QP) m. We soon learned that one can easily find an X such that A 2 X = X and that this X is just the one of Liu, Wu, Yu in the case m = 2. The verification of the equalities X 2 A = X and AX = XA nevertheless remains nontrivial. The straightforward approach of [5] fails for general m due to the increasing computational complexity. However, after having some understanding of the structure of the algebras A, it becomes possible to derive the equalities X 2 A = X and AX = XA from the equality A 2 X = X. In the course of our investigation we also arrived at a classification of the algebras A.Sucha classification is clearly of interest by itself. Let P and Q be two idempotents satisfying (PQ) m = (QP) m. We assume that m 2; the case m = will be disposed of in Remark 4.2. Taking the smallest possible m, we may also assume that (PQ) m (QP) m.considerthelist = P, Q, PQ, QP, PQP, QPQ,..., (PQ) m,(qp) m,(pq) m P,(QP) m Q,(PQ) m. (2) The number of factors of a product in the list will be called the order of the product. For convenient referencing, we state the following simple observation as a lemma. Lemma.. If an element of order j in the list equals (PQ) m, then all elements in the list of order at least j + are also equal to (PQ) m. Proof. This is immediate from the fact that if (PQ) m is multiplied from the left or the right by P or Q, then the result is again (PQ) m. Suppose exactly k elements of the list are equal to (PQ) m, and put l = 0if(PQ) m = 0 and l = if (PQ) m 0. We refer to the triple (m, k,l)as the type of the pair (P, Q).Wealwayshavek 4. Indeed, if k 5, then either the last five elements of the list coincide, which gives (PQ) m = (QP) m,ora product of order less than 2m 2mustbeequalto(PQ) m and by Lemma., this implies again that (PQ) m = (QP) m = (PQ) m. Here are our main results.

3 A. Böttcher, I.M. Spitkovsky / Linear Algebra and its Applications 435 (20) Theorem.2. Given integers m 2, k {, 2, 3, 4}, andl {0, }, there exist an n and idempotent matrices P and Q in C n n such that the type of (P, Q) is (m, k,l). Theorem.3. For i =, 2, letp i and Q i be idempotents in an associative complex algebra B i satisfying (P i Q i ) m i = (Q i P i ) m i and (P i Q i ) m i (Q i P i ) m i for some m i 2 and denote by A i the algebra generated by P i and Q i. The algebras A and A 2 are isomorphic if and only if the pairs (P, Q ) and (P 2, Q 2 ) have the same type. We now turn to group inversion in A. LetA be of the form (). Since A is finite-dimensional, the element A is always Drazin invertible in A. This means that there exist a smallest natural number k and an X A such that A k+ X = A k, X 2 A = X, and AX = XA. The number k is referred to as the Drazin index of A. The element A is said to be group invertible if its Drazin index is, that is, if there exists an element X A such that A 2 X = A, X 2 A = X, and AX = XA. IfsuchanX exists, it is unique. We refer the reader to Drazin s original paper [9] for generalized invertibility in associative algebras and to the books [,5] for the topic in algebras of matrices. Note that our algebras are finite-dimensional and therefore have faithful representations as algebras of matrices. Squaring A we get A 2 = α P + β Q + α 2 PQ + β 2 QP + α 3 PQP + β 3 QPQ + +α 2m (PQ) m Q + β 2m (QP) m Q + γ(pq) m. Note that α = a 2 and β = b 2.Denotingbyσ the sum of the coefficients in (), σ = a + b + a 2 + b 2 + +a 2m + b 2m + c, we also have α + β + α 2 + β 2 + +α 2m + β 2m + γ = σ 2.Let X = x P + y Q + x 2 PQ + y 2 QP + x 3 PQP + y 3 QPQ + +x 2m (PQ) m Q + y 2m (QP) m Q + z(pq) m. (3) Comparing the coefficients of P, Q, PQ, QP,...,(PQ) m in the equation A 2 X = A, wegetthe4m equations P : α x = a, Q : β y = b, PQ : α x 2 + (α + α 2 )y = a 2, QP : β y 2 + (β + β 2 )x = b 2, PQP : α x 3 + (α + α 2 )y 2 + (α 2 + α 3 )x = a 3, QPQ : β y 3 + (β + β 2 )x 2 + (β 2 + β 3 )y = b 3, PQPQ : α x 4 + (α + α 2 )y 3 + (α 2 + α 3 )x 2 + (α 3 + α 4 )y = a 4, QPQP : β y 4 + (β + β 2 )x 3 + (β 2 + β 3 )y 2 + (β 3 + β 4 )x = b 4,... (PQ) m : σ 2 z + λ = γ, where λ is a linear combination of x, y, x 2, y 2,...,x 2m, y 2m.Ifa 0 and b 0, then the first 4m 2 of these equations can be solved successively and the solution is unique. The last equation is uniquely solvable for σ 0. If σ = 0, we put z = γ λ. Here is our result concerning group inversion.

4 826 A. Böttcher, I.M. Spitkovsky / Linear Algebra and its Applications 435 (20) Theorem.4. If a 0 and b 0,thenXisthegroupinverseofA,thatis,wehaveA 2 X = A, X 2 A = X, AX = XA. We remark that invertibility in algebras generated by two idempotents has been the subject of intense studies for many decades, starting with work by Krein, Krasnoselski, Milman, Dixmier, Davis, Halmos, Pedersen, Giles, and Kummer, to name only a few of the pioneering figures. See the surveys [4,0,]. In the 990s, notable progress was made by Roch and Silbermann [7] and by Gohberg and Krupnik [2,3], who solved the problem of characterizing invertibility in Banach algebras generated by two idempotents (subject to no further constraints) via a symbol calculus. Moore Penrose invertibility in the C -algebra generated by two orthogonal projections was studied by one of the authors in [8]. In recent years, Drazin invertibility has received increasing attention. See, for example, [3,6 8,5,9]. For m = 2, Theorem.4 is due to Liu et al. [5]. Their group inverse X cited above is exactly the solution of the 7 equations for X arising from the equation A 2 X = X. Example.5. In the case where A = ap + bq (a 0, b 0) and (PQ) m = (QP) m,the4m equations yield the group inverse m [( j + X = + j ) ( j P(QP) j + + j + ) ] Q(PQ) j a b a b j=0 m 2 j=0 [( j + a + j + ) ( j + P(QP) j Q + b a ( + a + m m ) (PQ) m, b a b + j + ) ] Q(PQ) j P b with /(a+b) := 0ifa+b = 0. In the case where B is a Banach algebra and P and Q satisfy additional hypotheses, such as PQP = P, the first terms of this formula are already in [9]. Section 2 contains the proof of Theorems.2 and.3, while Theorem.4 will be proved in Section 3. Several additional topics are discussed in Section Existence and classification Proof of Theorem.2. If C and B are matrices in C k k, I is the k k identity matrix, and 0 denotes the zero matrix of order k, then P = I C, Q = 00 (4) 0 0 B I are idempotent matrices in C 2k 2k.Wehave (PQ) m = (CB)m (CB) m 2 C, (QP) m 0 0 =, 0 0 (BC) m 2 B (BC) m (PQ) m P = (CB)m (CB) m C, (QP) m 0 0 Q =, 0 0 (BC) m B (BC) m (PQ) m = (CB)m (CB) m C, (QP) m 0 0 =. 0 0 (BC) m B (BC) m

5 A. Böttcher, I.M. Spitkovsky / Linear Algebra and its Applications 435 (20) Type (m,, 0). Let B and C be the Jordan block of order 2m with zeros on the main diagonal, C = B =. 0 0 Then (CB) m C = (BC) m B = 0 and (CB) m = (BC) m 0, and hence (PQ) m = (QP) m = 0, (PQ) m P 0, (QP) m Q 0, and (PQ) m (QP) m.consequently,(p, Q) is of the type (m,, 0). Type (m, 2, 0). Defining C, B C m m by C =, B =, we have (CB) m = 0 and (BC) m 0, which gives (PQ) m = (QP) m = 0, (PQ) m P = 0, (QP) m Q 0, and (PQ) m (QP) m.thus,(p, Q) is of the type (m, 2, 0). Type (m, 3, 0). Let C = B be the Jordan block of order 2m 2 with zero on the main diagonal. In that case (CB) m = (BC) m = 0 and (CB) m 2 = (BC) m 2 0, yielding that (PQ) m = (QP) m = 0, (PQ) m P = (QP) m Q = 0, and (PQ) m (QP) m. It follows that (P, Q) has the type (m, 3, 0). Type (m, 4, 0). Let C, B C (m ) (m ) be the matrices C =, B =. 0 0 Then (CB) m 2 C = C(BC) m 2 = 0 and (BC) m 2 B 0. We therefore obtain that (PQ) m = (QP) m = (PQ) m P = (QP) m Q = (PQ) m = 0, and (QP) m 0, which shows that (P, Q) is of the type (m, 4, 0). Type (m, k, ). If the pair (P 0, Q 0 ) has the type (m, k, 0), then the pair (P, Q) given by P = I 0, Q = I 0 0 P 0 0 Q 0 is of the type (m, k, ). To prepare the proof of Theorem.3, we consider again the list (2). Suppose the type of (P, Q) is (m, k,l). We construct a new list 0 as follows. If the type is (m, k, 0),wedeletethek elements which

6 828 A. Böttcher, I.M. Spitkovsky / Linear Algebra and its Applications 435 (20) equal (PQ) m = 0, and if the type is (m, k, ), we keep (PQ) m in the list but delete the other k elements which equal (PQ) m. In the first case, 0 has the length 4m k, and in the second, 0 is of length 4m k. Lemma 2.. The elements of 0 are linearly independent. Proof. Suppose there exists a nontrivial linear combination of elements of 0 that is equal to zero and let j be the smallest order of the monomials actually involved in this linear combination (that is, having a nonzero coefficient). Assume first that j < 2m 2. There may be at most two such monomials. Choose one of them, and denote it by M. Without loss of generality let this monomial start with P and denote its coefficient by u j. Multiply the linear combination by P from the left and by P/Q from the right if j is odd/even. This operation does not change M. Now derive two equalities from the given one. For the first, multiply from the right by such a product which completes M to (PQ) m, and for the second, multiply from the left by Q and from the right by a product which completes M to (QP) m. In both cases, all other terms in the linear combination become (PQ) m, and their coefficients do not change. What follows is that u j (PQ) m = u j (QP) m.consequently,u j = 0. This is a contradiction, which implies that in fact j is at least 2m 2. Thus, we are left with the five-term equality u(pq) m + v(qp) m + x(pq) m P + y(qp) m Q + w(pq) m = 0. (5) Multiplication of this equality by (PQ) m shows that u + v + x + y + w = 0 provided that (PQ) m 0. Multiplying (5) fromtheleftbyp and from the right by Q, weobtain u(pq) m + (v + x + y + w)(pq) m = 0. (6) If (PQ) m = (PQ) m,thenu = 0 (since then (PQ) m is not in 0 ). If (PQ) m (PQ) m = 0, then (6) takestheformu(pq) m = 0, so that again u = 0. Finally, if (PQ) m (PQ) m and (PQ) m 0, then rewriting (6)as u((pq) m (PQ) m ) = 0 yields the same conclusion u = 0. So,wehaveprovedthatu = 0in(5). Analogously, v = 0. It remains to consider x(pq) m P + y(qp) m Q + w(pq) m = 0, (7) where x + y + w = 0unless(PQ) m = 0. After multiplication by P from the left, (7) becomes x(pq) m P + (y + w)(pq) m = 0. Reasoning analogous to the one we used when considering (6) shows that x = 0. Similarly, y = 0, so that (7) boilsdowntow(pq) m = 0. But then w = 0for(PQ) m = 0 (since (PQ) m is not in 0 ) and w = 0for(PQ) m 0. This completes the proof. Lemma 2.2. For i =, 2, letp i and Q i be idempotents in an associative complex algebra B i and suppose (P i, Q i ) is of the type (m i, k i,l i ).DenotebyA i the algebra generated by P i and Q i.if(m, k,l ) = (m 2, k 2,l 2 ),thena and A 2 are isomorphic. Proof. We claim that the map : A A 2 defined by (a P + b Q + a 2 P Q + b 2 Q P + +c(p Q ) m) = a P 2 + b Q 2 + a 2 P 2 Q 2 + b 2 Q 2 P 2 + +c(p 2 Q 2 ) m (8)

7 A. Böttcher, I.M. Spitkovsky / Linear Algebra and its Applications 435 (20) is a well-defined algebra isomorphism. Indeed, by the construction of the lists () 0 and (2) 0 associated with A and A 2, respectively, we may assume that the linear combinations on the left and right of (8) are formed by elements of () 0 and (2) 0 only. As (P, Q ) and (P 2, Q 2 ) have the same types, a specific product of P and Q appears on the left if and only if the same product with P and Q replaced by P 2 and Q 2 is present on the right. Now suppose we have two linear combinations A and B of elements of the list () 0 and A B = u P + v Q + u 2 P Q + v 2 Q P + +c(p Q ) m = 0. The products are all from the list () 0. Since these are linearly independent by virtue of Lemma 2., it follows that all coefficients are zero. This implies that (A) = (B). Thus, is well-defined. It is clear that is linear, multiplicative, and surjective. To show that is injective, suppose (8) iszero. The products P 2, Q 2, P 2 Q 2, Q 2 P 2,...,(P 2 Q 2 ) m areallfromthelist (2) 0. Lemma 2. tells us that the coefficients must all be zero and hence a P + b Q + a 2 P Q + b 2 Q P + +c(p Q ) m = 0, as desired. Lemma 2.2 yields the if portion of Theorem.3. By Lemma 2., the dimension of the algebra generated by P and Q is equal to the length of the list 0.Thus,thedimensionis4m k ifl = 0 and 4m k if l =. Since every finite-dimensional associative algebra over C of dimension M has a faithful representation as a subalgebra of C (M+) (M+),itfollowsthatthen in Theorem.2 can actually be chosen to be 4m k + l. We are left with the only if part of Theorem.3. It suffices to prove that if A and A 2 have the same dimension but (P, Q ) and (P 2, Q 2 ) are of different types, then A and A 2 are not isomorphic. Thus,therearetwocaseswehavetostudy:thecaseofthetypes(m, k, 0) and (m, k +, ) with k 3 and the case of the types (m +, 4, 0) and (m,, ). We denote by L n the linear hull of all products in the list whose order is at least n. Lemma 2.3. Let (P, Q) have the type (m, k, 0). IfP A is an idempotent, then one of the following is true: (a) P = 0; (b) P = P + LwithL L 2 ; (c) P = Q + LwithL L 2 ; (d) P = P + Q (PQ + QP) + (PQP + QPQ) (PQPQ + QPQP) +. Proof. Let P = xp + yq + L with L L 2.ThenP 2 = x 2 P + y 2 Q + L with L L 2. Since P and Q are always on the list 0,itfollowsthatforP to be an idempotent it is necessary that x 2 = x and y 2 = y. For (x, y) = (, 0) and (x, y) = (0, ) we arrive at (b) and (c), respectively. Suppose (x, y) = (0, 0). We claim that then P = 0. To prove this, assume P 0. We have P = x 2 P + y 2 Q + x 3 PQP + y 3 QPQ + and may assume that the coefficient of a product is zero if this product is not in the list 0.Because P 0, there is a smallest n 2 such that (x n, y n ) (0, 0).Thus,P = x n U + y n V + L where L L n+ and U, V are products of the order n.since(x n, y n ) (0, 0), one of the products U and V is a member of the list 0.Weget P 2 = x 2 n U2 + x n y n (UV + VU) + y 2 n V 2 + L with L L n+.asu 2, UV + VU, V 2 are also in L n+, we see that P = P 2 L n+, which implies that x n U + y n V L n+. What results is that a member of the list 0 is a linear combination of the remaining members of the list, and this contradicts Lemma 2.. Thus,if(x, y) = (0, 0), wehave case (a).

8 830 A. Böttcher, I.M. Spitkovsky / Linear Algebra and its Applications 435 (20) Let finally (x, y) = (, ). Then P = P + Q + x 2 PQ + y 2 QP + L =: P + Q + B (9) with L L 3.WehaveP 2 = (P + Q) 2 + (P + Q)B + B(P + Q) + B 2.Clearly,B 2 L 3 and (P + Q)B = x 2 P + y 2 QP + L, B(P + Q) = x 2 PQ + y 2 QP + L with L, L L 3. It follows that P 2 = P + Q + PQ + QP + 2x 2 PQ + 2y 2 QP + L (0) with L L 3. Comparison of (9) and (0) shows that x 2 = ifpq is in 0 and y 2 = ifqp belongs to 0.IncaseoneoftheproductsPQ, QP is not in 0,wehaveL 3 ={0} and hence P = P + Q PQ or P = P + Q QP, which is as in (d). Otherwise we get P = P + Q PQ QP + L with L L 3.If L 3 ={0}, the proof is complete. So assume L 3 contains PQP or QPQ. Wethenhave P = P + Q PQ QP + x 3 PQP + y 3 QPQ + N =: P + Q PQ QP + C () where N L 4, with the convention that x 3 = 0ifPQP is not in 0 and y 3 = 0ifQPQ is not in 0.The square P 2 equals (P + Q PQ QP) 2 + (P + Q PQ QP)C + C(P + Q PQ QP) + C 2. Since C 2 L 4 and (P + Q PQ QP)C = x 3 PQP + y 3 QPQ + N, C(P + Q PQ QP) = x 3 PQP + y 3 QPQ + N, with N, N L 4,itfollowsthat P 2 = P + Q PQ QP PQP QPQ + 2x 3 PQP + 2y 3 QPQ + N (2) with N L 4. Now compare () and (2). If QPQ is not in 0, then the terms with QPQ may be assumed to be absent in (2). In that case PQP is on the list 0 and hence x 3 =. Analogously, if PQP is not in 0,theny 3 =. Finally, in case both PQP and QPQ are on the list 0,wegetx 3 = y 3 =. Continuing in this way we obtain x 4 = y 4 =, x 5 = y 5 =, x 6 = y 6 =,... as long as the products associated with the coefficients belong to 0. This proves that P must be as in (d). Lemma 2.4. If (P, Q ) has the type (m, k, 0) with k 3 and (P 2, Q 2 ) is of the type (m, k +, ) then the corresponding algebras A and A 2 are not isomorphic. Proof. Assume : A 2 A is an isomorphism and put P = (P 2 ), Q = (Q 2 ).ThenP and Q are idempotents which generate A, and the type of the pair (P, Q) is (m, k +, ).WedenoteP, Q, A by P, Q, A. By Lemma 2.3 and by symmetry, we may assume that we have one of the following three cases: (C) P = P + x 2 PQ + y 2 QP +, Q = P + a 2 PQ + b 2 QP +, (C2) P = P + x 2 PQ + y 2 QP +, Q = Q + a 2 PQ + b 2 QP +, (C3) P = P + x 2 PQ + y 2 QP +, Q = P + Q (PQ + QP) +.

9 A. Böttcher, I.M. Spitkovsky / Linear Algebra and its Applications 435 (20) Case (C). In this case we have PQ = P + a 2 PQ + y 2 QP + L, (PQ) 2 = P + a 2 PQ + y 2 QP + L and so on, until (PQ) m = P + a 2 PQ + y 2 QP + L with L, L, L L 3. Analogously, (QP) m = P + x 2 PQ + b 2 QP + L with L L 3.As(P, Q) is of the type (m, k +, ), the equality (PQ) m = (QP) m holds and hence (a 2 x 2 )PQ + (y 2 b 2 )QP L 3. If PQ belongs to the list 0, this implies that a 2 = x 2, and in case QP is in 0,wegety 2 = b 2.Ineither case, P Q = (x 3 a 3 )PQP + (y 3 b 3 )QPQ + L 3. It follows that (P Q) 2 L 5, (P Q) 3 L 7,..., (P Q) m L 2m+. By Lemma., L 2m+ ={0}.Thus, (P Q) m = 0. (3) Now consider the lists and 0 associated with P and Q. The element (P Q) m is a nontrivial linear combination of the first 2m products on the list.as 0 has length 4m k 4m 4 2m,the first 2m products of belong all to 0 and are therefore linearly independent. This shows that (3)is impossible. Case (C2). The product PQ belongs to the linear hull of {PQ} L 3. This implies that (PQ) 2 is in the linear hull of {(PQ) 2 } L 5, that (PQ) 3 lies in the linear hull of {(PQ) 3 } L 7, and so on. Eventually, (PQ) m is an element of the linear hull of {(PQ) m } L 2m+ ={0}, that is, (PQ) m = 0. But this cannot happen if the type is (m, k +, ). Case (C3). It can be checked straightforwardly that UQ = U for every U from the list. Consequently, PQ = P. This implies that P and PQ are linearly dependent. But as (P, Q) is of the type (m, k +, ), thefirst4m k productsofthelist must be in 0 and thus linearly independent. Because 4m k 7 k 4, the elements P, Q, PQ, QP are linearly independent. This contradiction shows that case (C3) is impossible as well. Lemma 2.5. If (P, Q ) has the type (m +, 4, 0) and (P 2, Q 2 ) is of the type (m,, ) then the corresponding algebras A and A 2 are not isomorphic. Proof. This can be proved in the same way as Lemma 2.4.Thistime(P, Q) has the type (m,, ) and P, Q are of the form as in the cases (C) to (C3) in the proof of Lemma 2.4.Inthecase(C) we get as in that proof that (P Q) m = 0. The length of 0 is 4m 2m, which implies that all products of order at most 2m belong to 0 and that therefore (P Q) m cannot be zero. In the case (C2) we obtain as in the proof of Lemma 2.4 that (PQ) m = 0, which is impossible for the type (m,, ).Inthe case (C3), wehaveagainpq = P, and since the list 0 is of length 4m 7, the elements P and PQ are linearly independent. Thus, we arrive again at a contradiction. Proof of Theorem.3. Lemma 2.2 proves the if part. From Lemmas 2.4 and 2.5 we infer that the algebras are not isomorphic in the critical cases where they have the same dimension but are generated by pairs of different types. In all other cases the algebras generated by pairs of different types

10 832 A. Böttcher, I.M. Spitkovsky / Linear Algebra and its Applications 435 (20) have different dimensions and hence cannot be isomorphic. This completes the proof of the only if portion. 3. Group inversion Proof of Theorem.4. Suppose first that σ 0. Then the 4m equations of the introduction provide us with an X A such that A 2 X = A. Analogously we get a Y A such that YA 2 = A. Consequently, A is group invertible in A (see [9,4,6]). Let G A be the group inverse. We show that the equation A 2 X = 0 has only the solution X = 0inA. This implies that the equation A 2 X = A is uniquely solvable in A, and since it is satisfied by both the X of Theorem.4 and G, we arrive at the desired conclusion that X = G. Thus, let X be of the form (3) and suppose A 2 X = 0. We may assume that X is a linear combination of terms in 0.TheproductA 2 X may also be written as a linear combination of the elements in 0, and as these are linearly independent, all coefficients must be zero. The coefficients of P and Q are α x and β y.sinceα = a 2 0 and β = b 2 0, we conclude that x = y = 0. The coefficient of PQ is α x 2 + (α + α 2 )y = α x 2.IfPQ 0,wegetα x 2 = 0 and thus x 2 = 0. In case PQ is not in 0,thetermx 2 PQ is missing in (3) and hence the coefficient of PQ in A 2 X is automatically zero. Analogously, the coefficient of QP in A 2 X is β y 2 + (β + β 2 )x = β y 2, which gives y 2 = 0ifQP 0 and shows that y 2 QP is not present in (3) and that the coefficient of QP in A 2 X is automatically zero if QP / 0. Continuing in this way we arrive at the conclusion that each of the coefficients x, y, x 2, y 2,...,x 2m, y 2m is either zero or missing in (3). The coefficient of (PQ) m in A 2 X is σ 2 z + λ = σ 2 z with σ 0. If (PQ) m 0,wegetz = 0, while if (PQ) m = 0, the term z(pq) m in (3) is missing. In summary, we have shown that X = 0. This completes the proof in the case where σ 0. Now suppose σ = 0. In this case we denote the elements () and (3) bya 0 and X 0.PutA = A 0 + (PQ) m. Clearly, the sum of the coefficients of A is. From what was already proved we know that A has a group inverse X of the form (3). The proof of the theorem will be complete once we have shown that X 0 := X (PQ) m satisfies A 2 0 X 0 = A 0, X0 2 A 0 = X 0, and A 0 X 0 = X 0 A 0. The product of an element of the form () or(3) and (PQ) m is equal to the product of the sum of the coefficients of this element and (PQ) m. The sums of the coefficients of A 0, X 0, A, X are 0, 0,,, respectively. Since A 2 (PQ)m = (PQ) m,itfollowsthat A 2 X 0 = A 2 (X (PQ) m ) = A (PQ) m = A 0, and as A 0 (PQ) m = (PQ) m A 0 = 0 and hence A 2 = (A 0 + (PQ) m ) 2 = A A 0(PQ) m + (PQ) m A 0 + (PQ) 2m = A (PQ)m, we obtain that A 2 0 X 0 + (PQ) m X 0 = A 0, which gives A 2 0 X 0 = A 0. Analogously, because X 2(PQ)m = (PQ) m,wehave X 2 A 0 = X 2 (A (PQ) m ) = X (PQ) m = X 0, and taking into account that X 2 = X2 0 + (PQ)m,wegetX 2 0 A 0 + (PQ) m A 0 = X 0 and thus X 2 0 A 0 = X 0. Finally, the equality A X = X A reads (A 0 + (PQ) m )(X 0 + (PQ) m ) = (X 0 + (PQ) m )(A 0 + (PQ) m ), which cancels down to A 0 X 0 = X 0 A Additional remarks Remark 4.. Theorem.4 is no longer true without the assumption that a 0 and b 0. To see this, let

11 A. Böttcher, I.M. Spitkovsky / Linear Algebra and its Applications 435 (20) P = I I, Q = I 0 00 C 0 and put A = Q + PQ QP. Clearly, (PQ) 2 = (I + C)2 0, A = I + C I, A 2 = (I + C)2 I C 0 C 2 Choosing C so that I+C is the Jordan block of order 2 with zeros on the main diagonal, we get (PQ) 2 = 0 and thus (PQ) 3 = (QP) 3 = 0, while rank A = 3 and rank A 2 = 2, which implies that A is not group invertible. Remark 4.2. For commuting idempotents the subject of this paper is trivial. Indeed, write A = ap + bq + cpq A as A = aπ + bπ 2 + (a + b + c)π 3 := a(p PQ) + b(q PQ) + (a + b + c)pq. We have π i π j = δ ij π ij and hence A is isomorphic to the algebra of all diagonal matrices in C n n where n is the number of different nonzero elements on the list π,π 2,π 3. We remark that Theorem.3 is not true in the case m =, that is, for commuting idempotents. To see this, let P = 0, P 2 = 0, Q = Q 2 = Then A and A 2 are both isomorphic to the algebra of all 2-by-2 diagonal matrices. However, (P, Q ) has the type (, 2, ), while (P 2, Q 2 ) is of the type (,, 0). Letting α = /α if α 0 and 0 = 0, we see that X = a π + b π 2 + (a + b + c) π 3 is the group inverse of A. The situation is almost equally simple for algebras generated by an arbitrary finite number of commuting idempotents; see, for instance, Section 0 of [4]. Remark 4.3. Our paper [3] contains a criterion for Drazin invertibility in the W -algebra generated by two orthogonal projections on Hilbert space. No additional conditions are required there. In that paper it is also clarified when the Drazin inverse is the group inverse. See also Section 9 of [4]. We remark that if P and Q are orthogonal projections on Hilbert space, then (PQ) m = (QP) m if and only if PQ = QP. Remark 4.4. Let B be a Banach algebra and P, Q B be idempotents. Instead of requiring that (PQ) m = (QP) m (which implies that (PQ) m = (PQ) m+ and hence that the spectrum of PQ is a subset of {0, }), we now demand that the spectral radius of PQ is strictly less than. Then (PQ) j goes to zero exponentially fast as j. Thus, deleting in the expression for X in Example.5 the last term and replacing the sums by j=0, we obtain absolutely converging series for a well-defined element X B, [( j + X = + j a b j=0 [( j + a j=0 ) ( j P(QP) j + + j + ) ] Q(PQ) j a b + j + ) ( j + P(QP) j Q + b a + j + ) ] Q(PQ) j P. b One can verify straightforwardly that A 2 X = A, AX = XA, and X 2 A = X for A = ap +bq.consequently, X is the group inverse of A.

12 834 A. Böttcher, I.M. Spitkovsky / Linear Algebra and its Applications 435 (20) Remark 4.5. Suppose B is an associative algebra and P, Q B are idempotents, subject to no additional conditions. For m, we denote by J m the ideal in A generated by (PQ) m (QP) m, that is, the set of all finite sums of the form i A i ((PQ) m (QP) m )B i with A i, B i A {}, where a = a := a. Since P[(PQ) m (QP) m ]=(PQ) m (QP) m [(PQ) m (QP) m ]P, Q[(PQ) m (QP) m ]=(PQ) m (QP) m [(PQ) m (QP) m ]Q, we actually have J m = { k[(pq) m (QP) m ]+[(PQ) m (QP) m ]A : k Z, B A}. (4) It is easily seen that J J 2 J 3 and that J m = J m+ implies that J m = J m+k for all k. It is also clear that J m ={0} if and only if (PQ) m = (QP) m. Consider the quotient algebra A = A/J m and put P = P + J m, Q = Q + J m.obviously,(pq) m = (QP) m.ifj m J m,wealso have (PQ) m (QP) m.leta A be a finite sum of the form A = a P + b Q + a 2 PQ + b 2 QP + with a 0 and b 0 and determine the coefficients of the formal series X = x P + y Q + x 2 PQ + y 2 QP + by comparing the coefficients of A 2 X and A.IfJ m J m, we can apply Theorem.4 to A to conclude that the element X = X m + J m given by X m = x P + y Q + x 2 PQ + y 2 QP + +x 2m (PQ) m Q + y 2m (QP) m Q + x 2m (PQ) m is the group inverse of A = a P + b Q + a 2 PQ + b 2 QP +.Equivalently, A 2 X m A J m, X 2 m A X m J m, AX m X m A J m. Consequently, if A is group invertible in A, that is, if there is a G A such that A 2 G = A, G 2 A = G, AG = GA, theng X J m.thus,wehavethegroupinverseatleastmoduloj m. If B is finite-dimensional, and in particular if B = C n n, there is a smallest natural number m such that J J 2 J m = J m+ = J m+2 =. From what was said in the preceding paragraph, we get the group inverse of matrices A A modulo J m.forexample,ifb = C 2 2 and P =, Q = 00, 00 then (PQ) m = P Q = (QP) m for all m and J = J 2 = J 3 = is the ideal of matrices of rank at most. More generally, if P and Q are n n matrices and (PQ) m (QP) m has rank r, then (4) implies that J m is a subset of the matrices of rank at most r.incasea is infinite-dimensional and (PQ) m (QP) m for all m, we can obtain at least in principle the group inverse of A A modulo m= J m. Remark 4.6. Suppose B is a Banach algebra with identity element I.LetP and Q be two idempotents in B and let A stand for the smallest closed subalgebra of B which contains I, P, Q. ForA B, we

13 A. Böttcher, I.M. Spitkovsky / Linear Algebra and its Applications 435 (20) denote by σ B (A) the spectrum of A in B. The following result was established by Roch and Silbermann [7], and Gohberg and Krupnik [2,3]. A full proof is also in [2]. Put T = (P Q) 2. For each point λ σ B (T) the map F λ :{I, P, Q} C 2 2 given by F λ (I) = 0, F λ (P) = 0, F λ (Q) = λ w(λ), 0 00 w(λ) λ where w(λ) := λ( λ) denotes any number the square of which equals λ( λ), extends to a continuous algebra homomorphism of A to C 2 2, and for each point λ σ B (P + 2Q) {0,, 2, 3} the map G λ :{I, P, Q} C given by G λ (I) = and G 0 (P) = 0, G 0 (Q) = 0, G (P) =, G (Q) = 0, G 2 (P) = 0, G 2 (Q) =, G 3 (P) =, G 3 (Q) = extends to a continuous algebra homomorphism of A to C.AnelementA A is invertible in B if and only if det F λ (A) 0 for all λ belonging to σ B (T) \{0, } and G λ (A) 0 for all λ σ B (P + 2Q) {0,, 2, 3}. Now suppose (PQ) m = (QP) m.since F λ [(PQ) m ]= ( λ)m ( λ) m w(λ), 0 0 F λ [(QP) m ( λ) m 0 ]=, ( λ) m w(λ) 0 we necessarily have σ B (T) {0, }. This reveals once more that the condition (PQ) m = (QP) m is highly restrictive. Anyway, because σ B (T) \{0, } is empty, invertibility in B of elements A A is completely determined by the at most four one-dimensional representations G λ. Let A be of the form (). Then G 0 (A) = 0, G (A) = a, G 2 (A) = b, G 3 (A) = σ (= the sum of all coefficients). Thus, if a, b,σ are nonzero, then A is invertible in B if and only if 0 is not in the spectrum σ B (P + 2Q), that is, if and only if P + 2Q is invertible in B, which is in turn equivalent to the invertibility in B of simply P + Q. Choosing B = A, we conclude that A is invertible in A if and only if P + Q is invertible in A. Analogously, considering di + A instead of A, wegetg 0 (di + A) = d, G (di+a) = d+a, G 2 (di+a) = d+b, G 3 (di+a) = d+σ.consequently,ifd / {0, a, b, σ }, then di + A is always invertible. References [] A. Ben-Israel, T.N.E. Greville, Generalized Inverses, second ed., Springer, New York, [2] A. Böttcher, I. Gohberg, Yu. Karlovich, N. Krupnik, S. Roch, B. Silbermann, I. Spitkovsky, Banach algebras generated by N idempotents and applications, Oper. Theory Adv. Appl. 90 (996) [3] A. Böttcher, I. Spitkovsky, Drazin inversion in the von Neumann algebra generated by two orthogonal projections, J. Math. Anal. Appl. 358 (2009) [4] A. Böttcher, I. Spitkovsky, A gentle guide to the basics of two projections theory, Linear Algebra Appl. 432 (200) [5] S.L. Campbell, C.D. Meyer, Generalized Inverses of Linear Transformations, Pitman, London, 979 (and SIAM, Philadelphia, 2009). [6] D.S. Cvetković-Ilić, Chunyuan Deng, Some results on the Drazin invertibility and idempotents, J. Math. Anal. Appl. 359 (2009) [7] Chun Yuan Deng, The Drazin inverses of products and differences of orthogonal projections, J. Math. Anal. Appl. 335 (2007) [8] Chun Yuan Deng, The Drazin inverses of sum and difference of idempotents, Linear Algebra Appl. 430 (2009) [9] M.P. Drazin, Pseudo-inverses in associative rings and semigroups, Amer. Math. Monthly 65 (958) [0] A. Galántai, Projectors and Projection Methods, Kluwer Academic Publishers, Boston, [] A. Galántai, Subspaces, angles and pairs of orthogonal projections, Linear and Multilinear Algebra 56 (2008) [2] I. Gohberg, N. Krupnik, Extension theorems for invertibility symbols in Banach algebras, Integral Equations Operator Theory 5 (992)

14 836 A. Böttcher, I.M. Spitkovsky / Linear Algebra and its Applications 435 (20) [3] I. Gohberg, N. Krupnik, Extension theorems for Fredholm and invertibility symbols, Integral Equations Operator Theory 6 (993) [4] R.E. Hartwig, Jiang Luh, A note on the group structure of unit regular ring elements, Pacific J. Math. 7 (977) [5] Xiaoji Liu, Lingling Wu, Yaoming Yu, The group inverse of combinations of two idempotent matrices, Linear and Multilinear Algebra 59 (20) 0 5. [6] G. Losey, H. Schneider, Group membership in rings and semigroups, Pacific J. Math. (96) [7] S. Roch, B. Silbermann, Algebras generated by idempotents and the symbol calculus for singular integral operators, Integral Equations Operator Theory (988) [8] I. Spitkovsky, Once more on algebras generated by two idempotents, Linear Algebra Appl. 208/209 (994) [9] Shifang Zhang, Junde Wu, The Drazin inverse of the linear combinations of two idempotents in the Banach algebra, arxiv: v3 [math. FA] 2 September 2009.

ELA ON THE GROUP INVERSE OF LINEAR COMBINATIONS OF TWO GROUP INVERTIBLE MATRICES

ELA ON THE GROUP INVERSE OF LINEAR COMBINATIONS OF TWO GROUP INVERTIBLE MATRICES ON THE GROUP INVERSE OF LINEAR COMBINATIONS OF TWO GROUP INVERTIBLE MATRICES XIAOJI LIU, LINGLING WU, AND JULIO BENíTEZ Abstract. In this paper, some formulas are found for the group inverse of ap +bq,

More information

arxiv: v1 [math.ra] 25 Jul 2013

arxiv: v1 [math.ra] 25 Jul 2013 Representations of the Drazin inverse involving idempotents in a ring Huihui Zhu, Jianlong Chen arxiv:1307.6623v1 [math.ra] 25 Jul 2013 Abstract: We present some formulae for the Drazin inverse of difference

More information

The Drazin inverses of products and differences of orthogonal projections

The Drazin inverses of products and differences of orthogonal projections J Math Anal Appl 335 7 64 71 wwwelseviercom/locate/jmaa The Drazin inverses of products and differences of orthogonal projections Chun Yuan Deng School of Mathematics Science, South China Normal University,

More information

Operators with Compatible Ranges

Operators with Compatible Ranges Filomat : (7), 579 585 https://doiorg/98/fil7579d Published by Faculty of Sciences and Mathematics, University of Niš, Serbia Available at: http://wwwpmfniacrs/filomat Operators with Compatible Ranges

More information

On EP elements, normal elements and partial isometries in rings with involution

On EP elements, normal elements and partial isometries in rings with involution Electronic Journal of Linear Algebra Volume 23 Volume 23 (2012 Article 39 2012 On EP elements, normal elements and partial isometries in rings with involution Weixing Chen wxchen5888@163.com Follow this

More information

Drazin Invertibility of Product and Difference of Idempotents in a Ring

Drazin Invertibility of Product and Difference of Idempotents in a Ring Filomat 28:6 (2014), 1133 1137 DOI 10.2298/FIL1406133C Published by Faculty of Sciences and Mathematics, University of Niš, Serbia Available at: http://www.pmf.ni.ac.rs/filomat Drazin Invertibility of

More information

arxiv: v1 [math.ra] 21 Jul 2013

arxiv: v1 [math.ra] 21 Jul 2013 Projections and Idempotents in -reducing Rings Involving the Moore-Penrose Inverse arxiv:1307.5528v1 [math.ra] 21 Jul 2013 Xiaoxiang Zhang, Shuangshuang Zhang, Jianlong Chen, Long Wang Department of Mathematics,

More information

Formulas for the Drazin Inverse of Matrices over Skew Fields

Formulas for the Drazin Inverse of Matrices over Skew Fields Filomat 30:12 2016 3377 3388 DOI 102298/FIL1612377S Published by Faculty of Sciences and Mathematics University of Niš Serbia Available at: http://wwwpmfniacrs/filomat Formulas for the Drazin Inverse of

More information

The Moore-Penrose inverse of differences and products of projectors in a ring with involution

The Moore-Penrose inverse of differences and products of projectors in a ring with involution The Moore-Penrose inverse of differences and products of projectors in a ring with involution Huihui ZHU [1], Jianlong CHEN [1], Pedro PATRÍCIO [2] Abstract: In this paper, we study the Moore-Penrose inverses

More information

Orthogonal Symmetric Toeplitz Matrices

Orthogonal Symmetric Toeplitz Matrices Orthogonal Symmetric Toeplitz Matrices Albrecht Böttcher In Memory of Georgii Litvinchuk (1931-2006 Abstract We show that the number of orthogonal and symmetric Toeplitz matrices of a given order is finite

More information

EP elements in rings

EP elements in rings EP elements in rings Dijana Mosić, Dragan S. Djordjević, J. J. Koliha Abstract In this paper we present a number of new characterizations of EP elements in rings with involution in purely algebraic terms,

More information

Linear Algebra and its Applications

Linear Algebra and its Applications Linear Algebra and its Applications 433 (2010) 476 482 Contents lists available at ScienceDirect Linear Algebra and its Applications journal homepage: www.elsevier.com/locate/laa Nonsingularity of the

More information

Moore-Penrose-invertible normal and Hermitian elements in rings

Moore-Penrose-invertible normal and Hermitian elements in rings Moore-Penrose-invertible normal and Hermitian elements in rings Dijana Mosić and Dragan S. Djordjević Abstract In this paper we present several new characterizations of normal and Hermitian elements in

More information

On some linear combinations of hypergeneralized projectors

On some linear combinations of hypergeneralized projectors Linear Algebra and its Applications 413 (2006) 264 273 www.elsevier.com/locate/laa On some linear combinations of hypergeneralized projectors Jerzy K. Baksalary a, Oskar Maria Baksalary b,, Jürgen Groß

More information

Group inverse for the block matrix with two identical subblocks over skew fields

Group inverse for the block matrix with two identical subblocks over skew fields Electronic Journal of Linear Algebra Volume 21 Volume 21 2010 Article 7 2010 Group inverse for the block matrix with two identical subblocks over skew fields Jiemei Zhao Changjiang Bu Follow this and additional

More information

arxiv: v1 [math.ra] 27 Jul 2013

arxiv: v1 [math.ra] 27 Jul 2013 Additive and product properties of Drazin inverses of elements in a ring arxiv:1307.7229v1 [math.ra] 27 Jul 2013 Huihui Zhu, Jianlong Chen Abstract: We study the Drazin inverses of the sum and product

More information

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and education use, including for instruction at the authors institution

More information

THE EXPLICIT EXPRESSION OF THE DRAZIN INVERSE OF SUMS OF TWO MATRICES AND ITS APPLICATION

THE EXPLICIT EXPRESSION OF THE DRAZIN INVERSE OF SUMS OF TWO MATRICES AND ITS APPLICATION italian journal of pure an applie mathematics n 33 04 (45 6) 45 THE EXPLICIT EXPRESSION OF THE DRAZIN INVERSE OF SUMS OF TWO MATRICES AND ITS APPLICATION Xiaoji Liu Liang Xu College of Science Guangxi

More information

Nonsingularity and group invertibility of linear combinations of two k-potent matrices

Nonsingularity and group invertibility of linear combinations of two k-potent matrices Nonsingularity and group invertibility of linear combinations of two k-potent matrices Julio Benítez a Xiaoji Liu b Tongping Zhu c a Departamento de Matemática Aplicada, Instituto de Matemática Multidisciplinar,

More information

Research Article On the Idempotent Solutions of a Kind of Operator Equations

Research Article On the Idempotent Solutions of a Kind of Operator Equations International Scholarly Research Network ISRN Applied Mathematics Volume 0, Article ID 84665, pages doi:0.540/0/84665 Research Article On the Idempotent Solutions of a Kind of Operator Equations Chun Yuan

More information

Where is matrix multiplication locally open?

Where is matrix multiplication locally open? Linear Algebra and its Applications 517 (2017) 167 176 Contents lists available at ScienceDirect Linear Algebra and its Applications www.elsevier.com/locate/laa Where is matrix multiplication locally open?

More information

EP elements and Strongly Regular Rings

EP elements and Strongly Regular Rings Filomat 32:1 (2018), 117 125 https://doi.org/10.2298/fil1801117y Published by Faculty of Sciences and Mathematics, University of Niš, Serbia Available at: http://www.pmf.ni.ac.rs/filomat EP elements and

More information

Some results on the reverse order law in rings with involution

Some results on the reverse order law in rings with involution Some results on the reverse order law in rings with involution Dijana Mosić and Dragan S. Djordjević Abstract We investigate some necessary and sufficient conditions for the hybrid reverse order law (ab)

More information

Elementary linear algebra

Elementary linear algebra Chapter 1 Elementary linear algebra 1.1 Vector spaces Vector spaces owe their importance to the fact that so many models arising in the solutions of specific problems turn out to be vector spaces. The

More information

ADDITIVE RESULTS FOR THE GENERALIZED DRAZIN INVERSE

ADDITIVE RESULTS FOR THE GENERALIZED DRAZIN INVERSE ADDITIVE RESULTS FOR THE GENERALIZED DRAZIN INVERSE Dragan S Djordjević and Yimin Wei Abstract Additive perturbation results for the generalized Drazin inverse of Banach space operators are presented Precisely

More information

Some additive results on Drazin inverse

Some additive results on Drazin inverse Linear Algebra and its Applications 322 (2001) 207 217 www.elsevier.com/locate/laa Some additive results on Drazin inverse Robert E. Hartwig a, Guorong Wang a,b,1, Yimin Wei c,,2 a Mathematics Department,

More information

Topics in linear algebra

Topics in linear algebra Chapter 6 Topics in linear algebra 6.1 Change of basis I want to remind you of one of the basic ideas in linear algebra: change of basis. Let F be a field, V and W be finite dimensional vector spaces over

More information

Dragan S. Djordjević. 1. Introduction

Dragan S. Djordjević. 1. Introduction UNIFIED APPROACH TO THE REVERSE ORDER RULE FOR GENERALIZED INVERSES Dragan S Djordjević Abstract In this paper we consider the reverse order rule of the form (AB) (2) KL = B(2) TS A(2) MN for outer generalized

More information

Moore Penrose inverses and commuting elements of C -algebras

Moore Penrose inverses and commuting elements of C -algebras Moore Penrose inverses and commuting elements of C -algebras Julio Benítez Abstract Let a be an element of a C -algebra A satisfying aa = a a, where a is the Moore Penrose inverse of a and let b A. We

More information

ALGEBRA QUALIFYING EXAM PROBLEMS LINEAR ALGEBRA

ALGEBRA QUALIFYING EXAM PROBLEMS LINEAR ALGEBRA ALGEBRA QUALIFYING EXAM PROBLEMS LINEAR ALGEBRA Kent State University Department of Mathematical Sciences Compiled and Maintained by Donald L. White Version: August 29, 2017 CONTENTS LINEAR ALGEBRA AND

More information

Criteria for existence of semigroup homomorphisms and projective rank functions. George M. Bergman

Criteria for existence of semigroup homomorphisms and projective rank functions. George M. Bergman Criteria for existence of semigroup homomorphisms and projective rank functions George M. Bergman Suppose A, S, and T are semigroups, e: A S and f: A T semigroup homomorphisms, and X a generating set for

More information

of a Two-Operator Product 1

of a Two-Operator Product 1 Applied Mathematical Sciences, Vol. 7, 2013, no. 130, 6465-6474 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/10.12988/ams.2013.39501 Reverse Order Law for {1, 3}-Inverse of a Two-Operator Product 1 XUE

More information

Linear Algebra and its Applications

Linear Algebra and its Applications Linear Algebra and its Applications 435 (2011) 2889 2895 Contents lists available at ScienceDirect Linear Algebra and its Applications journal homepage: www.elsevier.com/locate/laa Idempotent elements

More information

arxiv: v1 [math.ra] 15 Jul 2013

arxiv: v1 [math.ra] 15 Jul 2013 Additive Property of Drazin Invertibility of Elements Long Wang, Huihui Zhu, Xia Zhu, Jianlong Chen arxiv:1307.3816v1 [math.ra] 15 Jul 2013 Department of Mathematics, Southeast University, Nanjing 210096,

More information

A Note on the Group Inverses of Block Matrices Over Rings

A Note on the Group Inverses of Block Matrices Over Rings Filomat 31:1 017, 3685 369 https://doiorg/1098/fil171685z Published by Faculty of Sciences and Mathematics, University of Niš, Serbia Available at: http://wwwpmfniacrs/filomat A Note on the Group Inverses

More information

PRODUCT OF OPERATORS AND NUMERICAL RANGE

PRODUCT OF OPERATORS AND NUMERICAL RANGE PRODUCT OF OPERATORS AND NUMERICAL RANGE MAO-TING CHIEN 1, HWA-LONG GAU 2, CHI-KWONG LI 3, MING-CHENG TSAI 4, KUO-ZHONG WANG 5 Abstract. We show that a bounded linear operator A B(H) is a multiple of a

More information

arxiv: v1 [math.ra] 28 Jan 2016

arxiv: v1 [math.ra] 28 Jan 2016 The Moore-Penrose inverse in rings with involution arxiv:1601.07685v1 [math.ra] 28 Jan 2016 Sanzhang Xu and Jianlong Chen Department of Mathematics, Southeast University, Nanjing 210096, China Abstract:

More information

On some matrices related to a tree with attached graphs

On some matrices related to a tree with attached graphs On some matrices related to a tree with attached graphs R. B. Bapat Indian Statistical Institute New Delhi, 110016, India fax: 91-11-26856779, e-mail: rbb@isid.ac.in Abstract A tree with attached graphs

More information

Linear Algebra. Preliminary Lecture Notes

Linear Algebra. Preliminary Lecture Notes Linear Algebra Preliminary Lecture Notes Adolfo J. Rumbos c Draft date April 29, 23 2 Contents Motivation for the course 5 2 Euclidean n dimensional Space 7 2. Definition of n Dimensional Euclidean Space...........

More information

The DMP Inverse for Rectangular Matrices

The DMP Inverse for Rectangular Matrices Filomat 31:19 (2017, 6015 6019 https://doi.org/10.2298/fil1719015m Published by Faculty of Sciences Mathematics, University of Niš, Serbia Available at: http://.pmf.ni.ac.rs/filomat The DMP Inverse for

More information

Formulae for the generalized Drazin inverse of a block matrix in terms of Banachiewicz Schur forms

Formulae for the generalized Drazin inverse of a block matrix in terms of Banachiewicz Schur forms Formulae for the generalized Drazin inverse of a block matrix in terms of Banachiewicz Schur forms Dijana Mosić and Dragan S Djordjević Abstract We introduce new expressions for the generalized Drazin

More information

Multiplicative Perturbation Bounds of the Group Inverse and Oblique Projection

Multiplicative Perturbation Bounds of the Group Inverse and Oblique Projection Filomat 30: 06, 37 375 DOI 0.98/FIL67M Published by Faculty of Sciences Mathematics, University of Niš, Serbia Available at: http://www.pmf.ni.ac.rs/filomat Multiplicative Perturbation Bounds of the Group

More information

WEYL S THEOREM FOR PAIRS OF COMMUTING HYPONORMAL OPERATORS

WEYL S THEOREM FOR PAIRS OF COMMUTING HYPONORMAL OPERATORS WEYL S THEOREM FOR PAIRS OF COMMUTING HYPONORMAL OPERATORS SAMEER CHAVAN AND RAÚL CURTO Abstract. Let T be a pair of commuting hyponormal operators satisfying the so-called quasitriangular property dim

More information

REPRESENTATIONS FOR THE GENERALIZED DRAZIN INVERSE IN A BANACH ALGEBRA (COMMUNICATED BY FUAD KITTANEH)

REPRESENTATIONS FOR THE GENERALIZED DRAZIN INVERSE IN A BANACH ALGEBRA (COMMUNICATED BY FUAD KITTANEH) Bulletin of Mathematical Analysis an Applications ISSN: 1821-1291, UL: http://www.bmathaa.org Volume 5 Issue 1 (2013), ages 53-64 EESENTATIONS FO THE GENEALIZED DAZIN INVESE IN A BANACH ALGEBA (COMMUNICATED

More information

Bulletin of the. Iranian Mathematical Society

Bulletin of the. Iranian Mathematical Society ISSN 1017-060X (Print ISSN 1735-8515 (Online Bulletin of the Iranian Mathematical Society Vol 42 (2016, No 1, pp 53 60 Title The reverse order law for Moore-Penrose inverses of operators on Hilbert C*-modules

More information

Re-nnd solutions of the matrix equation AXB = C

Re-nnd solutions of the matrix equation AXB = C Re-nnd solutions of the matrix equation AXB = C Dragana S. Cvetković-Ilić Abstract In this article we consider Re-nnd solutions of the equation AXB = C with respect to X, where A, B, C are given matrices.

More information

Displacement rank of the Drazin inverse

Displacement rank of the Drazin inverse Available online at www.sciencedirect.com Journal of Computational and Applied Mathematics 167 (2004) 147 161 www.elsevier.com/locate/cam Displacement rank of the Drazin inverse Huaian Diao a, Yimin Wei

More information

Operators with numerical range in a closed halfplane

Operators with numerical range in a closed halfplane Operators with numerical range in a closed halfplane Wai-Shun Cheung 1 Department of Mathematics, University of Hong Kong, Hong Kong, P. R. China. wshun@graduate.hku.hk Chi-Kwong Li 2 Department of Mathematics,

More information

Banach Journal of Mathematical Analysis ISSN: (electronic)

Banach Journal of Mathematical Analysis ISSN: (electronic) Banach J. Math. Anal. 6 (2012), no. 1, 139 146 Banach Journal of Mathematical Analysis ISSN: 1735-8787 (electronic) www.emis.de/journals/bjma/ AN EXTENSION OF KY FAN S DOMINANCE THEOREM RAHIM ALIZADEH

More information

Intrinsic products and factorizations of matrices

Intrinsic products and factorizations of matrices Available online at www.sciencedirect.com Linear Algebra and its Applications 428 (2008) 5 3 www.elsevier.com/locate/laa Intrinsic products and factorizations of matrices Miroslav Fiedler Academy of Sciences

More information

RIGHT-LEFT SYMMETRY OF RIGHT NONSINGULAR RIGHT MAX-MIN CS PRIME RINGS

RIGHT-LEFT SYMMETRY OF RIGHT NONSINGULAR RIGHT MAX-MIN CS PRIME RINGS Communications in Algebra, 34: 3883 3889, 2006 Copyright Taylor & Francis Group, LLC ISSN: 0092-7872 print/1532-4125 online DOI: 10.1080/00927870600862714 RIGHT-LEFT SYMMETRY OF RIGHT NONSINGULAR RIGHT

More information

12. Hilbert Polynomials and Bézout s Theorem

12. Hilbert Polynomials and Bézout s Theorem 12. Hilbert Polynomials and Bézout s Theorem 95 12. Hilbert Polynomials and Bézout s Theorem After our study of smooth cubic surfaces in the last chapter, let us now come back to the general theory of

More information

Almost Sharp Quantum Effects

Almost Sharp Quantum Effects Almost Sharp Quantum Effects Alvaro Arias and Stan Gudder Department of Mathematics The University of Denver Denver, Colorado 80208 April 15, 2004 Abstract Quantum effects are represented by operators

More information

Math 4310 Solutions to homework 1 Due 9/1/16

Math 4310 Solutions to homework 1 Due 9/1/16 Math 0 Solutions to homework Due 9//6. An element [a] Z/nZ is idempotent if [a] 2 [a]. Find all idempotent elements in Z/0Z and in Z/Z. Solution. First note we clearly have [0] 2 [0] so [0] is idempotent

More information

Research Article Partial Isometries and EP Elements in Banach Algebras

Research Article Partial Isometries and EP Elements in Banach Algebras Abstract and Applied Analysis Volume 2011, Article ID 540212, 9 pages doi:10.1155/2011/540212 Research Article Partial Isometries and EP Elements in Banach Algebras Dijana Mosić and Dragan S. Djordjević

More information

Yimin Wei a,b,,1, Xiezhang Li c,2, Fanbin Bu d, Fuzhen Zhang e. Abstract

Yimin Wei a,b,,1, Xiezhang Li c,2, Fanbin Bu d, Fuzhen Zhang e. Abstract Linear Algebra and its Applications 49 (006) 765 77 wwwelseviercom/locate/laa Relative perturbation bounds for the eigenvalues of diagonalizable and singular matrices Application of perturbation theory

More information

A revisit to a reverse-order law for generalized inverses of a matrix product and its variations

A revisit to a reverse-order law for generalized inverses of a matrix product and its variations A revisit to a reverse-order law for generalized inverses of a matrix product and its variations Yongge Tian CEMA, Central University of Finance and Economics, Beijing 100081, China Abstract. For a pair

More information

arxiv: v1 [math.ra] 14 Apr 2018

arxiv: v1 [math.ra] 14 Apr 2018 Three it representations of the core-ep inverse Mengmeng Zhou a, Jianlong Chen b,, Tingting Li c, Dingguo Wang d arxiv:180.006v1 [math.ra] 1 Apr 018 a School of Mathematics, Southeast University, Nanjing,

More information

Means of unitaries, conjugations, and the Friedrichs operator

Means of unitaries, conjugations, and the Friedrichs operator J. Math. Anal. Appl. 335 (2007) 941 947 www.elsevier.com/locate/jmaa Means of unitaries, conjugations, and the Friedrichs operator Stephan Ramon Garcia Department of Mathematics, Pomona College, Claremont,

More information

Generalized B-Fredholm Banach algebra elements

Generalized B-Fredholm Banach algebra elements Generalized B-Fredholm Banach algebra elements Miloš D. Cvetković, Enrico Boasso, Snežana Č. Živković-Zlatanović Abstract Given a (not necessarily continuous) homomorphism between Banach algebras T : A

More information

GROUPS. Chapter-1 EXAMPLES 1.1. INTRODUCTION 1.2. BINARY OPERATION

GROUPS. Chapter-1 EXAMPLES 1.1. INTRODUCTION 1.2. BINARY OPERATION Chapter-1 GROUPS 1.1. INTRODUCTION The theory of groups arose from the theory of equations, during the nineteenth century. Originally, groups consisted only of transformations. The group of transformations

More information

Non-separable AF-algebras

Non-separable AF-algebras Non-separable AF-algebras Takeshi Katsura Department of Mathematics, Hokkaido University, Kita 1, Nishi 8, Kita-Ku, Sapporo, 6-81, JAPAN katsura@math.sci.hokudai.ac.jp Summary. We give two pathological

More information

Jónsson posets and unary Jónsson algebras

Jónsson posets and unary Jónsson algebras Jónsson posets and unary Jónsson algebras Keith A. Kearnes and Greg Oman Abstract. We show that if P is an infinite poset whose proper order ideals have cardinality strictly less than P, and κ is a cardinal

More information

Spectrally arbitrary star sign patterns

Spectrally arbitrary star sign patterns Linear Algebra and its Applications 400 (2005) 99 119 wwwelseviercom/locate/laa Spectrally arbitrary star sign patterns G MacGillivray, RM Tifenbach, P van den Driessche Department of Mathematics and Statistics,

More information

This article was published in an Elsevier journal. The attached copy is furnished to the author for non-commercial research and education use, including for instruction at the author s institution, sharing

More information

Linear Equations in Linear Algebra

Linear Equations in Linear Algebra 1 Linear Equations in Linear Algebra 1.7 LINEAR INDEPENDENCE LINEAR INDEPENDENCE Definition: An indexed set of vectors {v 1,, v p } in n is said to be linearly independent if the vector equation x x x

More information

Surjective Maps Preserving Local Spectral Radius

Surjective Maps Preserving Local Spectral Radius International Mathematical Forum, Vol. 9, 2014, no. 11, 515-522 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/10.12988/imf.2014.414 Surjective Maps Preserving Local Spectral Radius Mustapha Ech-Cherif

More information

Math 530 Lecture Notes. Xi Chen

Math 530 Lecture Notes. Xi Chen Math 530 Lecture Notes Xi Chen 632 Central Academic Building, University of Alberta, Edmonton, Alberta T6G 2G1, CANADA E-mail address: xichen@math.ualberta.ca 1991 Mathematics Subject Classification. Primary

More information

Block companion matrices, discrete-time block diagonal stability and polynomial matrices

Block companion matrices, discrete-time block diagonal stability and polynomial matrices Block companion matrices, discrete-time block diagonal stability and polynomial matrices Harald K. Wimmer Mathematisches Institut Universität Würzburg D-97074 Würzburg Germany October 25, 2008 Abstract

More information

Generalized core inverses of matrices

Generalized core inverses of matrices Generalized core inverses of matrices Sanzhang Xu, Jianlong Chen, Julio Benítez and Dingguo Wang arxiv:179.4476v1 [math.ra 13 Sep 217 Abstract: In this paper, we introduce two new generalized inverses

More information

On group inverse of singular Toeplitz matrices

On group inverse of singular Toeplitz matrices Linear Algebra and its Applications 399 (2005) 109 123 wwwelseviercom/locate/laa On group inverse of singular Toeplitz matrices Yimin Wei a,, Huaian Diao b,1 a Department of Mathematics, Fudan Universit,

More information

Applied Mathematics Letters. Comparison theorems for a subclass of proper splittings of matrices

Applied Mathematics Letters. Comparison theorems for a subclass of proper splittings of matrices Applied Mathematics Letters 25 (202) 2339 2343 Contents lists available at SciVerse ScienceDirect Applied Mathematics Letters journal homepage: www.elsevier.com/locate/aml Comparison theorems for a subclass

More information

Math 676. A compactness theorem for the idele group. and by the product formula it lies in the kernel (A K )1 of the continuous idelic norm

Math 676. A compactness theorem for the idele group. and by the product formula it lies in the kernel (A K )1 of the continuous idelic norm Math 676. A compactness theorem for the idele group 1. Introduction Let K be a global field, so K is naturally a discrete subgroup of the idele group A K and by the product formula it lies in the kernel

More information

Locally linearly dependent operators and reflexivity of operator spaces

Locally linearly dependent operators and reflexivity of operator spaces Linear Algebra and its Applications 383 (2004) 143 150 www.elsevier.com/locate/laa Locally linearly dependent operators and reflexivity of operator spaces Roy Meshulam a, Peter Šemrl b, a Department of

More information

Course 311: Michaelmas Term 2005 Part III: Topics in Commutative Algebra

Course 311: Michaelmas Term 2005 Part III: Topics in Commutative Algebra Course 311: Michaelmas Term 2005 Part III: Topics in Commutative Algebra D. R. Wilkins Contents 3 Topics in Commutative Algebra 2 3.1 Rings and Fields......................... 2 3.2 Ideals...............................

More information

A Multiplicative Operation on Matrices with Entries in an Arbitrary Abelian Group

A Multiplicative Operation on Matrices with Entries in an Arbitrary Abelian Group A Multiplicative Operation on Matrices with Entries in an Arbitrary Abelian Group Cyrus Hettle (cyrus.h@uky.edu) Robert P. Schneider (robert.schneider@uky.edu) University of Kentucky Abstract We define

More information

ELA

ELA REPRESENTATONS FOR THE DRAZN NVERSE OF BOUNDED OPERATORS ON BANACH SPACE DRAGANA S. CVETKOVĆ-LĆ AND MN WE Abstract. n this paper a representation is given for the Drazin inverse of a 2 2operator matrix

More information

MODEL ANSWERS TO THE FIRST HOMEWORK

MODEL ANSWERS TO THE FIRST HOMEWORK MODEL ANSWERS TO THE FIRST HOMEWORK 1. Chapter 4, 1: 2. Suppose that F is a field and that a and b are in F. Suppose that a b = 0, and that b 0. Let c be the inverse of b. Multiplying the equation above

More information

Homological Decision Problems for Finitely Generated Groups with Solvable Word Problem

Homological Decision Problems for Finitely Generated Groups with Solvable Word Problem Homological Decision Problems for Finitely Generated Groups with Solvable Word Problem W.A. Bogley Oregon State University J. Harlander Johann Wolfgang Goethe-Universität 24 May, 2000 Abstract We show

More information

Factorization of weighted EP elements in C -algebras

Factorization of weighted EP elements in C -algebras Factorization of weighted EP elements in C -algebras Dijana Mosić, Dragan S. Djordjević Abstract We present characterizations of weighted EP elements in C -algebras using different kinds of factorizations.

More information

(1) A frac = b : a, b A, b 0. We can define addition and multiplication of fractions as we normally would. a b + c d

(1) A frac = b : a, b A, b 0. We can define addition and multiplication of fractions as we normally would. a b + c d The Algebraic Method 0.1. Integral Domains. Emmy Noether and others quickly realized that the classical algebraic number theory of Dedekind could be abstracted completely. In particular, rings of integers

More information

How many units can a commutative ring have?

How many units can a commutative ring have? How many units can a commutative ring have? Sunil K. Chebolu and Keir Locridge Abstract. László Fuchs posed the following problem in 960, which remains open: classify the abelian groups occurring as the

More information

Linear Algebra. Preliminary Lecture Notes

Linear Algebra. Preliminary Lecture Notes Linear Algebra Preliminary Lecture Notes Adolfo J. Rumbos c Draft date May 9, 29 2 Contents 1 Motivation for the course 5 2 Euclidean n dimensional Space 7 2.1 Definition of n Dimensional Euclidean Space...........

More information

Partial isometries and EP elements in rings with involution

Partial isometries and EP elements in rings with involution Electronic Journal of Linear Algebra Volume 18 Volume 18 (2009) Article 55 2009 Partial isometries and EP elements in rings with involution Dijana Mosic dragan@pmf.ni.ac.yu Dragan S. Djordjevic Follow

More information

Spectrally Bounded Operators on Simple C*-Algebras, II

Spectrally Bounded Operators on Simple C*-Algebras, II Irish Math. Soc. Bulletin 54 (2004), 33 40 33 Spectrally Bounded Operators on Simple C*-Algebras, II MARTIN MATHIEU Dedicated to Professor Gerd Wittstock on the Occasion of his Retirement. Abstract. A

More information

MTH 309 Supplemental Lecture Notes Based on Robert Messer, Linear Algebra Gateway to Mathematics

MTH 309 Supplemental Lecture Notes Based on Robert Messer, Linear Algebra Gateway to Mathematics MTH 309 Supplemental Lecture Notes Based on Robert Messer, Linear Algebra Gateway to Mathematics Ulrich Meierfrankenfeld Department of Mathematics Michigan State University East Lansing MI 48824 meier@math.msu.edu

More information

The best generalised inverse of the linear operator in normed linear space

The best generalised inverse of the linear operator in normed linear space Linear Algebra and its Applications 420 (2007) 9 19 www.elsevier.com/locate/laa The best generalised inverse of the linear operator in normed linear space Ping Liu, Yu-wen Wang School of Mathematics and

More information

Arithmetic Funtions Over Rings with Zero Divisors

Arithmetic Funtions Over Rings with Zero Divisors BULLETIN of the Bull Malaysian Math Sc Soc (Second Series) 24 (200 81-91 MALAYSIAN MATHEMATICAL SCIENCES SOCIETY Arithmetic Funtions Over Rings with Zero Divisors 1 PATTIRA RUANGSINSAP, 1 VICHIAN LAOHAKOSOL

More information

Math 121 Homework 4: Notes on Selected Problems

Math 121 Homework 4: Notes on Selected Problems Math 121 Homework 4: Notes on Selected Problems 11.2.9. If W is a subspace of the vector space V stable under the linear transformation (i.e., (W ) W ), show that induces linear transformations W on W

More information

APPLICATIONS OF THE HYPER-POWER METHOD FOR COMPUTING MATRIX PRODUCTS

APPLICATIONS OF THE HYPER-POWER METHOD FOR COMPUTING MATRIX PRODUCTS Univ. Beograd. Publ. Eletrotehn. Fa. Ser. Mat. 15 (2004), 13 25. Available electronically at http: //matematia.etf.bg.ac.yu APPLICATIONS OF THE HYPER-POWER METHOD FOR COMPUTING MATRIX PRODUCTS Predrag

More information

Tripotents: a class of strongly clean elements in rings

Tripotents: a class of strongly clean elements in rings DOI: 0.2478/auom-208-0003 An. Şt. Univ. Ovidius Constanţa Vol. 26(),208, 69 80 Tripotents: a class of strongly clean elements in rings Grigore Călugăreanu Abstract Periodic elements in a ring generate

More information

The Number of Homomorphic Images of an Abelian Group

The Number of Homomorphic Images of an Abelian Group International Journal of Algebra, Vol. 5, 2011, no. 3, 107-115 The Number of Homomorphic Images of an Abelian Group Greg Oman Ohio University, 321 Morton Hall Athens, OH 45701, USA ggoman@gmail.com Abstract.

More information

Substrictly Cyclic Operators

Substrictly Cyclic Operators Substrictly Cyclic Operators Ben Mathes dbmathes@colby.edu April 29, 2008 Dedicated to Don Hadwin Abstract We initiate the study of substrictly cyclic operators and algebras. As an application of this

More information

Infinite-dimensional perturbations, maximally nondensely defined symmetric operators, and some matrix representations

Infinite-dimensional perturbations, maximally nondensely defined symmetric operators, and some matrix representations Available online at www.sciencedirect.com ScienceDirect Indagationes Mathematicae 23 (2012) 1087 1117 www.elsevier.com/locate/indag Infinite-dimensional perturbations, maximally nondensely defined symmetric

More information

MATH 213 Linear Algebra and ODEs Spring 2015 Study Sheet for Midterm Exam. Topics

MATH 213 Linear Algebra and ODEs Spring 2015 Study Sheet for Midterm Exam. Topics MATH 213 Linear Algebra and ODEs Spring 2015 Study Sheet for Midterm Exam This study sheet will not be allowed during the test Books and notes will not be allowed during the test Calculators and cell phones

More information

MATH10212 Linear Algebra B Homework Week 5

MATH10212 Linear Algebra B Homework Week 5 MATH Linear Algebra B Homework Week 5 Students are strongly advised to acquire a copy of the Textbook: D C Lay Linear Algebra its Applications Pearson 6 (or other editions) Normally homework assignments

More information

LINEAR PRESERVER PROBLEMS: generalized inverse

LINEAR PRESERVER PROBLEMS: generalized inverse LINEAR PRESERVER PROBLEMS: generalized inverse Université Lille 1, France Banach Algebras 2011, Waterloo August 3-10, 2011 I. Introduction Linear preserver problems is an active research area in Matrix,

More information

A property of orthogonal projectors

A property of orthogonal projectors Linear Algebra and its Applications 354 (2002) 35 39 www.elsevier.com/locate/laa A property of orthogonal projectors Jerzy K. Baksalary a,, Oskar Maria Baksalary b,tomaszszulc c a Department of Mathematics,

More information

Auerbach bases and minimal volume sufficient enlargements

Auerbach bases and minimal volume sufficient enlargements Auerbach bases and minimal volume sufficient enlargements M. I. Ostrovskii January, 2009 Abstract. Let B Y denote the unit ball of a normed linear space Y. A symmetric, bounded, closed, convex set A in

More information

Linear estimation in models based on a graph

Linear estimation in models based on a graph Linear Algebra and its Applications 302±303 (1999) 223±230 www.elsevier.com/locate/laa Linear estimation in models based on a graph R.B. Bapat * Indian Statistical Institute, New Delhi 110 016, India Received

More information