Journal of Inequalities in Pure and Applied Mathematics ON INVERSES OF TRIANGULAR MATRICES WITH MONOTONE ENTRIES volume 6, issue 3, article 63, 2005. KENNETH S. BERENHAUT AND PRESTON T. FLETCHER Department of Mathematics Wake Forest University Winston-Salem, NC 27106, USA. Received 26 August, 2004; accepted 24 May, 2005. Communicated by: C.-K. Li EMail: berenhks@wfu.edu URL: http://www.math.wfu.edu/Faculty/berenhaut.html EMail: fletpt1@wfu.edu Abstract Contents JJ J II I Home Page Go Back Close c 2000 Victoria University ISSN (electronic): 1443-5756 166-04 Quit Abstract This note employs recurrence techniques to obtain entry-wise optimal inequalities for inverses of triangular matrices whose entries satisfy some monotonicity constraints. The derived bounds are easily computable. 2000 Mathematics Subject Classification: 15A09, 39A10, 26A48. Key words: Explicit bounds, Triangular matrix, Matrix inverse, Monotone entries, Offdiagonal decay, Recurrence relations. We are very thankful to the referees for comments and insights that substantially improved this manuscript. The first author acknowledges financial support from a Sterge Faculty Fellowship and an Archie fund grant. Contents 1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 2 Preliminary Lemmas . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5 3 The Main Result . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16 4 Examples . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 18 References On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher Title Page Contents JJ J II I Go Back Close Quit Page 2 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au 1. Introduction Much work has been done in the recent past to understand off-diagonal decay properties of structured matrices and their inverses (cf. Benzi and Golub [1], Demko, Moss and Smith [4], Eijkhout and Polman [5], Jaffard [6], Nabben [7] and [8], Peluso and Politi [9], Robinson and Wathen [10], Strohmer [11], Vecchio [12] and the references therein). This paper studies nonnegative triangular matrices with off-diagonal decay. In particular, let l1,1 l2,1 l2,2 Ln = l3,1 l3,2 l3,3 .. .. .. . . . . . . ln,1 ln,2 ln,3 · · · ln,n be an invertible lower triangular matrix, and x1,1 x2,1 x2,2 x3,1 x3,2 x3,3 = X n = L−1 n .. .. .. ... . . . xn,1 xn,2 xn,3 · · · xn,n On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher Title Page Contents , JJ J II I Go Back Close Quit be its inverse. We are interested in obtaining bounds on the entries in X n under the rowwise monotonicity assumption Page 3 of 23 0 ≤ li,1 ≤ li,2 ≤ · · · ≤ li,i−1 ≤ li,i J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 (1.1) http://jipam.vu.edu.au for 2 ≤ i ≤ n. As an added generalization, we will consider [li,j ] satisfying (1.2) 0≤ li,1 li,2 li,i−1 ≤ ≤ ··· ≤ ≤ κi−1 , li,i li,i li,i for some nondecreasing sequence κ = (κ1 , κ2 , κ3 , . . . ). The paper proceeds as follows. Section 2 contains some recurrence-type lemmas, while the main result, Theorem 3.1, and its proof are contained in Section 3. The paper closes with some illustrative examples. On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher Title Page Contents JJ J II I Go Back Close Quit Page 4 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au 2. Preliminary Lemmas In establishing our main results, we will employ recurrence techniques. In particular, suppose {bi } and {αi,j } satisfy the linear recurrence (2.1) bi = i−1 X (−αi,k )bk , (1 ≤ i ≤ n), k=0 with b0 = 1 and (2.2) On Inverses of Triangular Matrices with Monotone Entries 0 ≤ αi,0 ≤ αi,1 ≤ αi,2 ≤ · · · ≤ αi,i−1 ≤ Ai , for i ≥ 1. We will employ the following lemma, which reduces the scope of consideration in bounding solutions to (2.1). Lemma 2.1. Suppose that {bi } and {αi,j } satisfy (2.1) and (2.2). Then, there exists a sequence a1 , a2 , . . . , an , with 0 ≤ ai ≤ i for 1 ≤ i ≤ n, such that |bn | ≤ |dn |, where {di } satisfies d0 = 1, and for 1 ≤ i ≤ n, Pi−1 j=ai (−Ai )dj , if ai < i (2.3) di = . 0, otherwise In proving Lemma 2.1, we will refer to the following result on inner products. Kenneth S. Berenhaut and Preston T. Fletcher Title Page Contents JJ J II I Go Back Close Quit Page 5 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au Lemma 2.2. Suppose that p = (p1 , . . . , pn )0 and q = (q1 , . . . , qn )0 are nvectors with 0 ≥ p1 ≥ p2 ≥ · · · ≥ pn ≥ −A. (2.4) Define n−ν ν (2.5) p∗n (ν, A) }| { z }| { z = (0, 0, . . . , 0, −A, . . . , −A, −A) On Inverses of Triangular Matrices with Monotone Entries for 0 ≤ ν ≤ n. Then, (2.6) min {p∗n (ν, A) · q} ≤ p · q ≤ max {p∗n (ν, A) · q}, 0≤ν≤n 0≤ν≤n where p · q denotes the standard dot product Pn i=1 p i qi . Title Page Proof. Suppose p is of the form e (2.7) e z }|1 { z }|2 { (p1 , . . . , pj , −k, . . . , −k, −A, . . . , −A), with 0 ≥ p1 ≥ p2 ≥ · · · ≥ pj > P −k > −A, e1 ≥ 1 and e2 ≥ 0. First, assume 1 +j that p · q > 0, and consider S = ei=j+1 qi . If S < 0 then, since k < A, e (2.8) Kenneth S. Berenhaut and Preston T. Fletcher e z }|1 {z }|2 { (p1 , p2 , . . . , pj−1 , pj , −A, . . . , −A −A, . . . , −A) · q ≥ p · q. Otherwise, since −k < pj , Contents JJ J II I Go Back Close Quit Page 6 of 23 e (2.9) e }|2 { z }|1 { z (p1 , p2 , . . . , pj−1 , pj , pj , . . . , pj , −A, . . . , −A) · q ≥ p · q. J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au In either case, there is a vector of the form in (2.7) with strictly less distinct values, whose inner product with q is at least as large as p · q. Inductively, there exists a vector of the form in (2.7) with e2 + e1 = n, with as large, or larger, inner product. Hence, we have reduced to the case where p = e e z }|1 { z }|2 { (−k, . . . , −k, −A, . . . , −A), where e1 = 0 and en = 0 are permissible. If Pe1 ∗ k = 0 or e1 = 0, then p = pn (e1 , A). Otherwise, consider S = i=1 qi . If S < 0, then (2.10) p∗n (0, A) · q ≥ p · q. If S ≥ 0, (2.11) On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher p∗n (e1 , A) · q ≥ p · q. The result for the case p · q > 0 now follows from (2.10) and (2.11). The case when p · q ≤ 0 is handled similarly, and the lemma follows. We now turn to a proof of Lemma 2.1. Proof of Lemma 2.1. The proof, here, involves applying Lemma 2.2 to successively “scale” the rows of the coefficient matrix −α1,0 0 ... 0 .. . 0 −α2,0 −α2,1 , .. .. .. .. . . . . −αn,0 −αn,1 · · · −αn,n−1 Title Page Contents JJ J II I Go Back Close Quit Page 7 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au while not decreasing the value of |bn | at any step. First, define the sequences ᾱi = (−αi,0 , . . . , −αi,i−1 ) and bk,j = (bk , . . . , bj ), for 0 ≤ k ≤ j ≤ n − 1 and 1 ≤ i ≤ n. Now, note that applying Lemma 2.2 to the vectors p = ᾱn and q = b0,n−1 yields a vector p∗ (νn , An ) (as in (2.5)) such that either p∗ (νn , An ) · b0,n−1 ≥ ᾱn · b0,n−1 = bn > 0 (2.12) On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher or p∗ (νn , An ) · b0,n−1 ≤ ᾱn · b0,n−1 = bn ≤ 0 (2.13) Hence, suppose that the entries of the k th through nth rows of the coefficient matrix are of the form in (2.5), and express bn as a linear combination of b1 , b2 , . . . , bk i.e. bn = k X Cik bi i=1 = Ckk bk + (2.14) Cik bi . suppose Ckk 0,k−1 (2.15) Contents JJ J II I Go Back k−1 X i=1 Now, and q = b Title Page > 0. As before, applying Lemma 2.2 to the vectors p = ᾱk yields a vector p∗k (νk , Ak ), such that p∗k (νk , Ak ) · b0,k−1 ≥ ᾱk · b0,k−1 = bk . Close Quit Page 8 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au Similarly, if Ckk ≤ 0, we obtain a vector p∗k (νk , Ak ), such that (2.16) p∗k (νk , Ak ) · b0,k−1 ≤ ᾱk · b0,k−1 = bk . Using the respective entries in p∗k (νk , Ak ) in place of those in ᾱk in (2.1) will not decrease the value of bn . This completes the induction for the case bn > 0; the case bn ≤ 0 is similar, and the lemma follows. Remark 1. A version of Lemma 2.3 for Ai ≡ 1 was recently applied in proving that all symmetric Toeplitz matrices generated by monotone convex sequences have off-diagonal decay preserved through triangular decompositions (see [2]). Kenneth S. Berenhaut and Preston T. Fletcher Now, For a = (A1 , A2 , A3 , . . . ), with (2.17) 0 ≤ A1 ≤ A2 ≤ A3 ≤ · · · Title Page define Contents ( (2.18) def Zi (a) = max i Y ) Av : 1 ≤ j ≤ i , v=j for i ≥ 1. We have the following result on bounds for linear recurrences. Lemma 2.3. Suppose that a = (Aj ) satisfies the monotonicity constraint in (2.17). Then, for i ≥ 1, (2.19) On Inverses of Triangular Matrices with Monotone Entries sup{|bi | : {bj } and {αi,j } satisfy (2.1) and (2.2)} = Zi (a). JJ J II I Go Back Close Quit Page 9 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au Proof. Suppose that {bi } satisfies (2.1) and (2.2), and set ζi = Zi (a) and Mi = max{1, ζi }, for i ≥ 1. From (2.18), we have (2.20) Ai+1 Mi = ζi+1 , for i ≥ 1. By Lemma 2.1, we may find sequences {di } and {ai } satisfying (2.3) such that (2.21) |dn | ≥ |bn |. We will show that {di } satisfies the inequality (2.22) |dl + dl+1 + · · · + di | ≤ Mi , for 0 ≤ l ≤ i. Note that (2.22) (for i = n − 1) and (2.3) imply that dn = 0 or an ≤ n − 1 and n−1 X |dn | = (−An )dj j=an n−1 X = An dj j=an (2.23) ≤ An Mn−1 = ζn . On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher Title Page Contents JJ J II I Go Back Close Quit Page 10 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au Since d0 = 1, d1 ∈ {0, −A1 } and (2.24) max{|d1 |, |d0 + d1 |} = max{1, A1 , |1 − A1 |} = max{1, A1 } = M1 , i.e. the inequality in (2.22) holds for i = 1. Hence, suppose that (2.22) holds for i < N . Rewriting dN , with v = aN , we have for 0 ≤ x ≤ N − 1, dx + dx+1 + · · · + dN = (dx + dx+1 + · · · + dN −1 ) − An (dv + · · · + dN −1 ) (1 − AN )(dv + · · · + dN −1 ) + (dx + · · · + dv−1 ), if v > x (2.25) = . (1 − AN )(dx + · · · + dN −1 ) −AN (dv + · · · + dx−1 ), if v ≤ x Let ( S1 = dv + · · · + dN −1 , if v > x dx + · · · + dN −1 , if v ≤ x , On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher Title Page Contents JJ J II I Go Back and ( S2 = dx + · · · + dv−1 , if v > x dv + · · · + dx−1 , if v ≤ x . In showing that |dx + dx+1 + · · · + dN | ≤ MN , we will consider several cases depending on whether AN > 1 or AN ≤ 1, and the signs of S1 and S2 . Case 1 (AN > 1 and S1 S2 > 0) Close Quit Page 11 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au 1. v > x. (2.26) |dx + dx+1 + · · · + dN | = |(1 − AN )S1 + S2 | ≤ max{AN |S1 |, AN |S2 |} ≤ AN max{MN −1 , Mv−1 } ≤ AN MN −1 = ζN = MN , where the first inequality follows since (1 − AN )S1 and S2 are of opposite signs and An > 1. The second inequality follows from induction. The last equalities are direct consequences of the definition of MN and the fact that AN > 1. The monotonicity of {Mi } is employed in obtaining the third inequality. On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher Title Page Contents 2. v ≤ x. (2.27) |dx + dx+1 + · · · + dN | = |(1 − AN )S1 − AN S2 | ≤ |AN S1 + AN S2 | = AN |S1 + S2 | = AN |dv + dv+1 + · · · + dN −1 | ≤ AN MN −1 = ζN = MN . JJ J II I Go Back Close Quit Page 12 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au In (2.27), the first inequality follows since (1 − AN )S1 and −AN S2 are of the same sign. Case 2 (AN > 1 and S1 S2 ≤ 0) 1. v > x. |dx + dx+1 + · · · + dN | = |(1 − AN )S1 + S2 | = | − AN S1 + (S1 + S2 )|. (2.28) If S1 and S1 + S2 are of the same sign, then | − AN S1 + (S1 + S2 )| ≤ max{AN |S1 |, |S1 + S2 |} ≤ AN MN −1 = MN . (2.29) | − AN S1 + (S1 + S2 )| ≤ | − AN S1 + AN (S1 + S2 )| = AN |S2 | ≤ AN MN −1 = MN . 2. v ≤ x. (2.31) Kenneth S. Berenhaut and Preston T. Fletcher Title Page Otherwise, (2.30) On Inverses of Triangular Matrices with Monotone Entries Contents JJ J II I Go Back Close |dx + dx+1 + · · · + dN | = |(1 − AN )S1 − AN S2 | ≤ max{AN |S1 |, AN |S2 |} ≤ AN MN −1 = MN Quit Page 13 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au Case 3 (AN ≤ 1 and S1 S2 > 0) Note that for AN ≤ 1, Mi = 1 for all i. 1. v > x. (2.32) |dx + dx+1 + · · · + dN | = |(1 − AN )S1 + S2 | ≤ |S1 + S2 | ≤ MN −1 = MN . Kenneth S. Berenhaut and Preston T. Fletcher 2. v ≤ x. (2.33) On Inverses of Triangular Matrices with Monotone Entries |dx + dx+1 + · · · + dN | = |(1 − AN )S1 − AN S2 | ≤ max{|S1 |, |S2 |} ≤ MN −1 = MN . Case 4 (AN ≤ 1 and S1 S2 ≤ 0) Title Page Contents JJ J II I Go Back 1. v > x. Close (2.34) |dx + dx+1 + · · · + dN | = |(1 − AN )S1 + S2 | ≤ max{|S1 |, |S2 |} ≤ max{MN −1 , Mv−1 } = MN . Quit Page 14 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au 2. v ≤ x. (2.35) |dx + dx+1 + · · · + dN | = |(1 − AN )S1 − AN S2 | ≤ |S1 + S2 | ≤ MN −1 = MN . Thus, in all cases |dx + dx+1 + · · · + dN | ≤ MN and hence by (2.23), |dN | ≤ ζN . Equation (2.19) now follows since, for 1 ≤ h ≤ n, |bn | = Ah Ah+1 · · · An is attained for [αi,j ] defined by −Ah , if i = h −Ai , if i > h, j = i . (2.36) αi,j = 0, otherwise On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher Title Page Contents We close this section with an elementary result (without proof) which will serve to connect entries in L−1 n with solutions to (2.1). Lemma 2.4. Suppose M = [mi,j ]n×n and y = [yi ]n×1 , satisfy M y = (1, 0, . . . , 0)0 , with M an invertible lower triangular matrix. Then, y1 = 1/m1,1 , and i−1 X mi,j (2.37) yi = − yj , mi,i j=1 for 2 ≤ i ≤ n. JJ J II I Go Back Close Quit Page 15 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au 3. The Main Result We are now in a position to prove our main result. Theorem 3.1. Suppose κ = (κi ) satisfies 0 ≤ κ1 ≤ κ2 ≤ κ3 ≤ · · · , (3.1) and set def On Inverses of Triangular Matrices with Monotone Entries S = {i : κi > 1}. (3.2) As well, define {Wi,j } by (3.3) Kenneth S. Berenhaut and Preston T. Fletcher def Y Wi,j = v ∈ (S T {j,j+1,...,i−2}) κv . S {i−1} Then, for 1 ≤ i ≤ n, |xi,i | ≤ 1/li,i and for 1 ≤ j < i ≤ n, (3.4) |xi,j | ≤ Wi,j . lj,j Proof. Suppose that n ≥ 1 and X n = L−1 n . Solving for the sub-diagonal entries th in the p column of X n leads to the matrix equation xp,p 1 lp,p lp+1,p lp+1,p+1 xp+1,p 0 .. = . . .. . . .. . .. .. . ln,p ln,p+1 · · · ln,n xn,p 0 Title Page Contents JJ J II I Go Back Close Quit Page 16 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au Applying Lemma 2.4 gives xp,p = 1/lp,p , and i−1 X lp+i,p+j = − xp+j,p , l p+i,p+i j=0 xp+i,p (3.5) for 1 ≤ i ≤ n − p. Now, note that (1.2) gives (3.6) 0≤ lp+i,p lp+i,p+i ≤ lp+i,p+1 lp+i,p+i−1 ≤ ··· ≤ ≤ κp+i−1 . lp+i,p+i lp+i,p+i Hence by Lemma 2.3, (3.7) |xp+i,p | ≤ |xp,p |Zi ((κp , κp+1 , . . . , κp+i−1 )) 1 = Wp+i,p , lp,p for 1 ≤ i ≤ n − p, and the theorem follows. On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher Title Page Contents JJ J II I Go Back Close Quit Page 17 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au 4. Examples In this section, we provide examples to illustrate some of the structural information contained in Theorem 3.1. Example 4.1 (Equally spaced Ai ). Suppose that Ai = Ci for i ≥ 1, where C > 0. Then, for n ≥ 1, 1 nC, C ∈ 0, ; n−1 1 1 (n)k C k , C ∈ n−k+1 , n−k , (2 ≤ k ≤ n − 1); Zn (a) = n!C n , C ∈ (1, ∞), On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher where (n)k = n(n − 1) · · · (n − k + 1). Title Page Consider the matrix 1 0 0 0 0 0 0.25 1 0 0 0 0 0.5 0.5 1 0 0 0 0 0 L7 = 0.75 0.75 0.75 1 1 1 1 1 1 0 0 1.25 1.25 1.25 1.25 1 1.5 1.5 1.5 1.5 1.5 1.5 Contents 0 0 0 0 0 0 1 , JJ J II I Go Back Close Quit Page 18 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au with (rounded to three decimal places) X7 = L−1 7 (4.1) = 1 0 0 0 0 0 −0.25 1 0 0 0 0 −0.375 −0.5 1 0 0 0 −0.281 −0.375 −0.75 1 0 0 −0.094 −0.125 −0.25 −1 1 0 1.25 0 0 0 −1.25 1 −1.875 0 0 0 0.375 −1.5 Applying Theorem 3.1, entry-wise bounds 1 0.25 0.5 0.75 (4.2) 1 1.25 1.875 0 0 0 0 0 0 1 . On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher with κ = (.25, .50, .75, 1.00, 1.25, 1.50, . . . ) gives the Title Page 0 0 0 0 0 1 0 0 0 0 0.5 1 0 0 0 0.75 0.75 1 0 0 1 1 1 1 0 1.25 1.25 1.25 1.25 1 1.875 1.875 1.875 1.875 1.5 0 0 0 0 0 0 1 . Contents JJ J II I Go Back Close Quit Page 19 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au Comparing (4.1) and (4.2), the absolute values of entry-wise ratios are 1 1 1 0.75 1 1 0.375 0.5 . 1 1 (4.3) 0.094 0.125 0.25 1 1 1 0 0 0 1 1 1 0 0 0 0.2 1 1 Note that here L7 was constructed so that |x7,1 | = W7,1 . In fact, as suggested by (2.19), for each 4-tuple (κ, I, J, n) with 1 ≤ J ≤ I ≤ n, there exists a pair (Ln , X n ) satisfying (1.2) with X n = (xi,j ) = L−1 n , such that |xI,J | = WI,J . Example 4.2 (Constant Ai ). Suppose that Ai = C for i ≥ 1, where C > 0. Then, for n ≥ 1, ( C, if C ≤ 1 Zn (a) = . C n , if C > 1 In [3], the following theorem was obtained when (2.2) is replaced with 0 ≤ αi,j ≤ A, (4.4) On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher Title Page Contents JJ J II I Go Back Close for 0 ≤ j ≤ i − 1 and i ≥ 1. Quit Theorem 4.1. Suppose that A > 0 and m = [1/A], where square brackets indicate the greatest integer function. If {Λj }∞ j=1 is defined by Page 20 of 23 Λn = max{|bn | : {bi } and [αi,j ] satisfy (2.1) and (4.4)}, J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 (4.5) http://jipam.vu.edu.au for n ≥ 1, then (4.6) A, max(A, A2 ), n−1 3 n−2 A + A, Λn = 2 2 (n − 2)A2 , AΛn−1 + Λn−2 , if n = 1 if n = 2 if 3 ≤ n ≤ 2m + 1 . if n = 2m + 2 if n ≥ 2m + 3 Proof. See [3]. Thus, if the monotonicity assumption in (2.2) is dropped the scenario is much different. In fact, in (4.6), {Λn } increases at an exponential rate for all A > 0. This leads to the following question. Open Question. Set (4.7) Λ∗n = max{|bn | : {bi } and [αi,j ] satisfy (2.1) and αi,j ≤ Ai for 0 ≤ j ≤ i − 1}. On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher Title Page Contents JJ J II I Go Back What is the value of Λ∗n in terms of the sequence {Ai } and its assorted properties (eg. monotonicity, convexity etc.)? Close Quit Page 21 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au References [1] M. BENZI, AND G. GOLUB, Bounds for the entries of matrix functions with applications to preconditioning, BIT, 39(3) (1999), 417–438. [2] K.S. BERENHAUT AND D. BANDYOPADHYAY, Monotone convex sequences and Cholesky decomposition of symmetric Toeplitz matrices, Linear Algebra and Its Applications, 403 (2005), 75–85. [3] K.S. BERENHAUT AND D.C. MORTON, Second order bounds for linear recurrences with negative coefficients, in press, J. of Comput. and App. Math., (2005). [4] S. DEMKO, W. MOSS, AND P. SMITH, Decay rates for inverses of band matrices, Math. Comp., 43 (1984), 491–499. [5] V. EIJKHOUT AND B. POLMAN, Decay rates of inverses of banded mmatrices that are near to Toeplitz matrices, Linear Algebra Appl., 109 (1988), 247–277. [6] S. JAFFARD, Propriétés des matrices “bien localisées" près de leur diagonale et quelques applications, Ann. Inst. H. Poincaré Anal. Non Linéaire, 7(5) (1990), 461–476. [7] R. NABBEN, Decay rates of the inverse of nonsymmetric tridiagonal and band matrices, SIAM J. 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VECCHIO, A bound for the inverse of a lower triangular Toeplitz matrix, SIAM J. Matrix Anal. Appl., 24(4) (2003), 1167–1174. On Inverses of Triangular Matrices with Monotone Entries Kenneth S. Berenhaut and Preston T. Fletcher Title Page Contents JJ J II I Go Back Close Quit Page 23 of 23 J. Ineq. Pure and Appl. Math. 6(3) Art. 63, 2005 http://jipam.vu.edu.au