Path product and inverse M-matrices

Size: px
Start display at page:

Download "Path product and inverse M-matrices"

Transcription

1 Electronic Journl of Liner Algebr Volume 22 Volume 22 (2011) Article Pth product nd inverse M-mtrices Yn Zhu Cheng-Yi Zhng Jun Liu Follow this nd dditionl works t: Recommended Cittion Zhu, Yn; Zhng, Cheng-Yi; nd Liu, Jun. (2011), "Pth product nd inverse M-mtrices", Electronic Journl of Liner Algebr, Volume 22. DOI: This Article is brought to you for free nd open ccess by Wyoming Scholrs Repository. It hs been ccepted for inclusion in Electronic Journl of Liner Algebr by n uthorized editor of Wyoming Scholrs Repository. For more informtion, plese contct scholcom@uwyo.edu.

2 PATH PRODUCT AND INVERSE M-MATRICES YAN ZHU, CHENG-YI ZHANG, AND JUN LIU Abstrct. It is known tht inverse M-mtrices re strict pth product (SPP) mtrices, nd tht the converse is not true for mtrices of order greter thn 3. In this pper, given normlized SPP-mtrix A, some new vlues s for which A+s I is n inverse M-mtrix re obtined. Our vlues s extend the vlues s given by Johnson nd Smith C.R. Johnson nd R.L. Smith. Positive, pth product, nd inverse M-mtrices. Liner Algebr Appl., 421: , The question whether or not 4 4 SPP-mtrix is P-mtrix is settled. Key words. M-mtrix, Inverse M-mtrix, Pth product mtrix, P-mtrix. AMS subject clssifictions. 15A48, 15A Introduction. An n n mtrix A = ( ij ) is n M-mtrix if ij 0 (i j) nd A 1 0. A nonnegtive mtrix which is the inverse of n M-mtrix is n inverse M-mtrix (IM-mtrix). Inverse M-mtrices rise in mthemticl modeling, rndom energy models in sttisticl physics 1, numericl integrtion nd the Ising model of ferromgnetism 12. There hs been gret del of work on specil types of IM-mtrices (see, for exmple, 3, 4, 9 11). Here we will be interested in the property ij jk (1.1) ik, 1 i,j,k n jj of n IM-mtrix A = ( ij ) n n, n 3, which ws first noted in 12 nd more fully developed in 7. Following 7, we cll (1.1) the pth product conditions or PP conditions, for short. An n n nonnegtive mtrix A = ( ij ), with ii > 0, stisfying these conditions is Received by the editors on September 6, Accepted for publiction on June 27, Hndling Editor: Joo Felipe Queiro. College of Mthemtic nd Informtion Science, Qujing Norml University, Qujing, Yunnn, , P.R. Chin (zhuynlj@163.com). Supported by the Science foundtion of Qujing Norml University (No. 2009QN017). Deprtment of Mthemtics nd Mechnics of School of Science, Xi n Polytechnic University, Xi n, Shnxi , P.R. Chin. Supported by the Science Foundtion of the Eduction Deprtment of Shnxi Province of Chin (No. 11JK0492) nd the Scientific Reserch Foundtion of Xi n Polytechnic University (No. BS1014). College of Mthemtic nd Informtion Science, Qujing Norml University, Qujing, Yunnn, , P.R. Chin. Supported by the Ntionl Nturl Science Foundtion of Chin (No ) nd Yunnn NSF Grnt (No. 2010CD086). 644

3 Pth Product nd Inverse M-Mtrices 645 PP-mtrix. Moreover, if t lest one strict inequlity in (1.1) holds for i = k nd i j, then A is strict pth product (SPP) mtrix. In 7 (see lso 12), it is proved tht n IM-mtrix is n SPP-mtrix. Furthermore, n SPP-mtrix is n IM-mtrix when n 3, nd this is not necessrily the cse for lrger n. Consequently, it ws noted in 6 tht n SPP-mtrix my be mde n IM-mtrix by dding n pproprite nonnegtive digonl mtrix. We sy tht n n n nonnegtive mtrix A = ( ij ) is normlized if ii = 1 nd ij < 1, for i j. It ws noted in 7 tht if A is n n n SPP-mtrix, then there exist positive digonl mtrices D nd E such tht B = DAE, where B is normlized SPP-mtrix. Given n n n mtrix A nd index sets α, β N, N = {1,...,n}, we denote by Aα,β the submtrix lying in rows α nd columns β. Similrly, A(α,β) denotes the submtrix deleting rows α nd columns β. If α = β, then we denote the principl submtrix Aα,α (resp., A(α,α)) by Aα (resp., A(α)). An lmost principl submtrix (resp., minor) is submtrix Aα, β (resp., Aα,β) for which α nd β hve the sme number of elements nd differ just in one of their elements. Almost principl minors re exctly the numertors of offdigonl entries of inverses of principl submtrices. Following 8, we bbrevite lmost principl minor to APM. In this pper, for n n n normlized SPP-mtrix A = ( ij ), we will give new vlues s such tht A + s I is n IM-mtrix. Our vlues s extend the vlues given by Johnson nd Smith 6. Exmples re lso given, nd we will show tht 4 4 normlized SPP-mtrix is necessrily P-mtrix; this nswers question rised in Min results. The results bout SPP-mtrices estblished by Johnson nd Smith 7 tht we shll use re the following. Lemm 2.1. Let A = ( ij ) be normlized SPP-mtrix of order n. Then Aα is normlized SPP-mtrix. Lemm 2.2. Let A = ( ij ) be normlized SPP-mtrix of order n. Then ll 3 3 principl submtrices of A re IM-mtrices. The following pper in 6. Theorem 2.3. Let A = ( ij ) be normlized SPP mtrix of order n, n 2, whose proper principl minors re positive nd whose APMs re signed s those of n IM-mtrix. Then, 1. For ech nonempty proper subset α of N = {1,2,...,n} nd for ll indices

4 646 Yn Zhu, Cheng-Yi Zhng, nd Jun Liu i α nd j / α, we hve 2. A > 0; 3. A is n IM-mtrix. Aα > mx{ Aα i + j,α, Aα,α i + j }; Theorem 2.4. Let A = ( ij ) be 4 4 normlized SPP-mtrix. Then A + I is n IM-mtrix. Furthermore, A + si need not be n IM-mtrix when s < 1. Now we re redy to stte the following result bout 4 4 normlized SPP mtrices. Theorem 2.5. Let A = ( ij ) be 4 4 normlized SPP-mtrix. Then A + s I is n IM-mtrix for ll s m, where ik kj m = mx 1, k = 1,...,n, k i,j, nd ij 0. i j ij Proof. Following the ide of Theorem 2.4, to show A + mi is n IM-mtrix, we will show tht the (4,1) APM (i.e., the erminnt of A{1,2,3}, {2,3,4}) is nonnegtive. Note tht (A + mi)(4,1) = m m 34 = (1 + m) 2 14 (1 + m) (1 + m) = (1 + m)( m ) (1 + m)( m ) , where m = 14 (m ) 0. If the sum of the lst three terms is nonnegtive, then the erminnt is nonnegtive by the pth product inequlities. Otherwise, we hve (A + mi)(4,1) (1 + m)( m ) = (1 + m)( m ) +( ) (1 + m)( m ) + ( ) = m m( m )

5 Pth Product nd Inverse M-Mtrices 647 As consequence, A + mi is n IM-mtrix. Since s m, A + s I is necessrily n IM-mtrix. Exmple 2.6. Consider the following normlized SPP-mtrix A = Then A is not n IM-mtrix, since A(2, 1) = By ctul clcultion, m = = 0.875, so A I is n IM-mtrix. In fct, A + mi is n IM-mtrix if nd only if m For convenience, let n 3, nd, for i j, define 1 u ij (A) = ij ik kj, ij 0, k=1,k i,j 0, ij = 0, U(A) = mx i j u ij (A), i.e., the lrgest vlue mong u ij (A), where i j, u(a) the second lrgest vlue mong u ij (A), where i j, ε = U(A) u(a), ε = U(Aα) u(aα). In 6, Theorem 3, lower bound is given for the numbers s such tht A + si is n IM-mtrix. If U(A) > 1, then this bound is zero nd it cnnot be improved. But for U(A) 1 Theorem 2.7 improves the lower bound U(A) 1 given in 6, Theorem 3. Theorem 2.7. Let A = ( ij ) be normlized SPP mtrix of order n, n 3, nd let l = mx{u(a),1}. Then A + s I is n IM-mtrix for ll s l ε 1. Proof. We use proof technique nlogous to tht in 6, Theorem 3, nd induction on n. If n = 3, A is n IM-mtrix nd thus A + s I is n IM-mtrix for ll When n > 3, proceeding inductively, let s l ε 1. C = A + s I = (c ij ) n n. It follows tht the (n 1) (n 1) principl minors of C re positive since for ny principl submtrix Aα of A, Aα + s I is n IM-mtrix so tht Aα + s I is n IM-mtrix, s s s, where { 0, U(Aα) 1, s = U(Aα) ε 1, U(Aα) > 1.

6 648 Yn Zhu, Cheng-Yi Zhng, nd Jun Liu Using Theorem 2.3 nd permuttion similrity, it is enough to prove tht the complement of the (1,2)-entry is nonnegtive, tht is, c 21 C({1,2}) c 23 c 2n dj C({1,2}) c 31.. c n1 0, or c 21 C({1,2}) c 23 c 2n dj C({1,2}) c 31.. c n1. Dividing by C({1,2}), we obtin (2.1) c 21 c 23 c 2n C({1,2}) 1 Let b ij, i,j = 3,...,n, be the entries of C({1,2}) 1. By induction, we verify tht C 1 = B = (b ij ) is n M-mtrix. Obviously, the right hnd side of (2.1) is i,j=3 c 2i b ij c j1 = i j Since b ij 0, by pth product c 2i b ij c j1 + c 31. c n1. c 2i b ii c i1. c 2i b ij c j1 c 2i b ij c ji c i1 ; i j i j pplying Fischer s inequlity 5 to the IM-mtrix C({1,2}), we hve So C({1,2}) c ii C({1,2,i}) = (1 + s )C({1,2,i}). From the bove inequlities, we obtin j=3 c 2i b ij c j1 = j=3,j i 1 C({1,2,i}) = b 1 + s ii. C({1,2}) c 2i b ij c j1 + (c 2i b ii c i1 + c 2i b ii c ii c i1 c 2i b ii c ii c i1 ).

7 Pth Product nd Inverse M-Mtrices 649 Since c j1 = j1 ji i1 = c ji c i1 0 nd b ij 0, i j, we obtin c 2i b ij c j1 j=3 n c 2i b ij c ji c i1 + n (1 c ii )c 2i b ii c i1 j=3 = n c 2i c i1 b ij c ji + n ( s )c 2i b ii c i1. j=3 Observing tht n j=3 b ijc ji = 1, the (i,i) entry of BB 1, we get c 2i b ij c j1 j=3 n c 2i c i1 (1 + ( s )b ii ) n c 2i c i1 (1 + ( s ) 1 1+s ) = 1 1+s n c 2ic i1 = 1 1+s 2i i1 1 1+s (U(A) ε) 21 = 21 = c 21. Exmple Consider the 4 4 normlized SPP-mtrix A = As seen in 12, A is not n IM-mtrix (the (2,3)-entry of A 1 is positive). By ctul clcultion, U(A) = 1 31 ( ) = 1.7 > 1. Hence, A + si is IM for ll s 0.7 ccording to Theorem 3 of 6. However, ε = mx{0,(u(a) u(a))}= So ccording to Theorem 2.7 A+s I is n IM-mtrix for ll s (In fct, A + s I is n IM-mtrix if nd only s 0.18.). 6. Remrk 2.9. If U(A) = u(a), then Theorem 2.7 is the sme s Theorem 3 of Similr to 6, Theorem 4, we hve: Theorem Let A = ( ij ) be normlized SPP mtrix of order n, n 3. Then A + s I is n IM-mtrix for ll s n 3 ε. Proof. The result follows from Lemm 2.2 (ii) of 6 nd Theorem 2.7. A consequence of Theorem 2.10 is s follows.

8 650 Yn Zhu, Cheng-Yi Zhng, nd Jun Liu Corollry Let A = ( ij ) be n n n nonnegtive mtrix with positive digonl entries nd let D nd E be positive digonl mtrices such tht DE = n 3 ε dig(a) 1. Then, if DAE n 3 ε I is n SPP-mtrix, A is n IM-mtrix. Following 6, the Hdmrd dul of the IM-mtrices, denoted by IM D, is defined to be the set of ll mtrices B such tht A B is n IM-mtrix for ll IM-mtrices A. We my obtin the following results which re similr to those in 6. Lemm Let A = ( ij ) be normlized IM-mtrix of order n. Then A + n 3 ε I IM D. Theorem Let A = ( ij ) be n IM-mtrix of order n nd let D nd E be positive digonl mtrices such tht A 1 = DAE is normlized. Then A + n 3 ε D 1 E 1 IM D. A rel n n mtrix A is clled P-mtrix if the principl minors of A re ll positive. Obviously, IM-mtrices re P-mtrices. SPP-mtrices re not necessrily P-mtrices for n 6, but for n 3 they re 7. Here we will nswer the question whether 4 4 SPP-mtrix is P-mtrix or not. We need the following lemm 2, Lemm 2.3. Lemm Let A = ( ij ) be n IM-mtrix of order n, whose columns re denoted by α 1,α 2,...,α n. Then for ny x = (x 1,x 2,...,x n ) T, the functions f(x) = (α 1,α 2,...,α n 1,x) nd g(x) = (x,α 2,...,α n 1,α n ) hve the following properties: 1) If x = (x 1,x 2,...,x n ) T y = (y 1,y 2,...,y n ) T nd x n = y n, then it holds tht f(x) f(y); 2) If x = (x 1,x 2,...,x n ) T y = (y 1,y 2,...,y n ) T nd x 1 = y 1, then it holds tht g(x) g(y). Theorem Let A = ( ij ) be 4 4 SPP mtrix. Then A is P-mtrix. Proof. Recll tht P-mtrix is rel n n mtrix whose principl minors re ll positive. From Lemm 2.1 nd Lemm 2.2, we know tht ll 2 2 nd 3 3 principl minors of A re positive. It suffices to prove tht A > 0.

9 Pth Product nd Inverse M-Mtrices 651 Set α = {2,3} = N \ {1,4}, nd let A be prtitioned s 11 A1,α 14 A = Aα, 1 Aα Aα, A4,α 44 We hve b 14 = ( 1) 4+1 A1,α 14 Aα Aα, 4 Aα,1 Aα b 41 = ( 1) A4,α = 14 Aα, 4 A1,α Aα Aα Aα,1 = A4,α 41 If b 14 b 41 0, then from (1.5) of 8 nd Aα > 0, we hve A > 0. If b 14 b 41 0, since i i4, i i1 ( i α), we obtin 14 Aα,1 11 Aα,4, 41 Aα,4 44 Aα,1. From Lemm 2.2, we observe tht ech principl submtrix A of order 3 is n inverse M-mtrix. According to Lemm 2.14, we deduce tht A1,α = A1,α Aα, 1 Aα 14 Aα,1 Aα A1,α 11 Aα,4 Aα = A1,α. Aα, 4 Aα Similrly, Aα Aα,4 41 A4,α 44 Aα 41 Aα,4 = A4,α Aα 44 Aα,1 A4,α Aα Aα,1 = 44 A4,α 41 By the bove inequlities, we hve A1,α 14 Aα,1 Aα Aα Aα, 4 41 A4,α = ( 1) n 2 14 A1,α Aα Aα,1 ( 1) n 2 Aα, 4 Aα A4,α 41 = A1,α Aα Aα,1 44 Aα, 4 Aα A4,α A1,α Aα Aα,4. Aα, 1 Aα A4,α 44.,.

10 652 Yn Zhu, Cheng-Yi Zhng, nd Jun Liu Applying (1.5) of 8, it follows tht A Aα = 11 A1,α Aα Aα,4 Aα, 1 Aα A4,α 44 A1,α 14 Aα,1 Aα Aα Aα, 4 41 A4,α ( ) A1,α Aα Aα,4 Aα, 1 Aα A4,α 44 > 0. Consequently, A > 0, ll 2 2 nd 3 3 principl minors of A re positive, so A is P-mtrix. Acknowledgment. The uthors would like to thnk very much Professor Joo Queiro nd n nonymous referee for their iled nd helpful suggestions for revising this mnuscript. REFERENCES 1 D. Cpocci, M. Cssndro, nd P. Picco. On the existence of thermodynmics for the generlized rndom energy model. J. Sttist. Phys., 46: , S.C. Chen. A property concerning the Hdmrd powers of inverse M-mtrices. Liner Algebr Appl., 381:53 60, C. Dellcherie, S. Mrtínez, nd J.S. Mrtín. Description of the sub-mrkov kernel ssocited to generlized ultrmetric mtrices: An lgorithmic pproch. Liner Algebr Appl., 318:1 21, M. Fiedler. Specil ultrmetric mtrices nd grphs. SIAM J. Mtrix Anl. Appl., 22: , R.A. Horn nd C.R. Johnson. Topics in Mtrix Anlysis. Cmbridge University Press, New York, C.R. Johnson nd R.L. Smith. Positive, pth product, nd inverse M-mtrices. Liner Algebr Appl., 421: , C.R. Johnson nd R.L. Smith. Pth product mtrices. Liner Multiliner Algebr, 46: , C.R. Johnson nd R.L. Smith. Aimost principl minors of inverse M-mtrices. Liner Algebr Appl., 337: , I. Koltrcht nd M. Neumnn. On the inverse M-mtrix problem for rel symmetric positivedefinite Toeplitz mtrices. SIAM J. Mtrix Anl. Appl., 12: , S. Mrtínez, J.S. Mrtín, nd X.D. Zhng. A new clss of inverse M-mtrices of tree-like type. SIAM J. Mtrix Anl. Appl., 24: , S. Mrtínez, G. Michon, nd J.S. Mrtín. Inverse of ultrmetric mtrices re of Stieltjes type. SIAM J. Mtrix Anl. Appl., 15:98 106, R.A. Willoughby. The inverse M-mtrix problem. Liner Algebr Appl., 18:75 94, 1977.

N 0 completions on partial matrices

N 0 completions on partial matrices N 0 completions on prtil mtrices C. Jordán C. Mendes Arújo Jun R. Torregros Instituto de Mtemátic Multidisciplinr / Centro de Mtemátic Universidd Politécnic de Vlenci / Universidde do Minho Cmino de Ver

More information

Binding Numbers for all Fractional (a, b, k)-critical Graphs

Binding Numbers for all Fractional (a, b, k)-critical Graphs Filomt 28:4 (2014), 709 713 DOI 10.2298/FIL1404709Z Published by Fculty of Sciences nd Mthemtics, University of Niš, Serbi Avilble t: http://www.pmf.ni.c.rs/filomt Binding Numbers for ll Frctionl (, b,

More information

Research Article Moment Inequalities and Complete Moment Convergence

Research Article Moment Inequalities and Complete Moment Convergence Hindwi Publishing Corportion Journl of Inequlities nd Applictions Volume 2009, Article ID 271265, 14 pges doi:10.1155/2009/271265 Reserch Article Moment Inequlities nd Complete Moment Convergence Soo Hk

More information

Lecture 3 ( ) (translated and slightly adapted from lecture notes by Martin Klazar)

Lecture 3 ( ) (translated and slightly adapted from lecture notes by Martin Klazar) Lecture 3 (5.3.2018) (trnslted nd slightly dpted from lecture notes by Mrtin Klzr) Riemnn integrl Now we define precisely the concept of the re, in prticulr, the re of figure U(, b, f) under the grph of

More information

Positive Solutions of Operator Equations on Half-Line

Positive Solutions of Operator Equations on Half-Line Int. Journl of Mth. Anlysis, Vol. 3, 29, no. 5, 211-22 Positive Solutions of Opertor Equtions on Hlf-Line Bohe Wng 1 School of Mthemtics Shndong Administrtion Institute Jinn, 2514, P.R. Chin sdusuh@163.com

More information

TANDEM QUEUE WITH THREE MULTISERVER UNITS AND BULK SERVICE WITH ACCESSIBLE AND NON ACCESSBLE BATCH IN UNIT III WITH VACATION

TANDEM QUEUE WITH THREE MULTISERVER UNITS AND BULK SERVICE WITH ACCESSIBLE AND NON ACCESSBLE BATCH IN UNIT III WITH VACATION Indin Journl of Mthemtics nd Mthemticl Sciences Vol. 7, No., (June ) : 9-38 TANDEM QUEUE WITH THREE MULTISERVER UNITS AND BULK SERVICE WITH ACCESSIBLE AND NON ACCESSBLE BATCH IN UNIT III WITH VACATION

More information

The Regulated and Riemann Integrals

The Regulated and Riemann Integrals Chpter 1 The Regulted nd Riemnn Integrls 1.1 Introduction We will consider severl different pproches to defining the definite integrl f(x) dx of function f(x). These definitions will ll ssign the sme vlue

More information

New Expansion and Infinite Series

New Expansion and Infinite Series Interntionl Mthemticl Forum, Vol. 9, 204, no. 22, 06-073 HIKARI Ltd, www.m-hikri.com http://dx.doi.org/0.2988/imf.204.4502 New Expnsion nd Infinite Series Diyun Zhng College of Computer Nnjing University

More information

Theoretical foundations of Gaussian quadrature

Theoretical foundations of Gaussian quadrature Theoreticl foundtions of Gussin qudrture 1 Inner product vector spce Definition 1. A vector spce (or liner spce) is set V = {u, v, w,...} in which the following two opertions re defined: (A) Addition of

More information

Frobenius numbers of generalized Fibonacci semigroups

Frobenius numbers of generalized Fibonacci semigroups Frobenius numbers of generlized Fiboncci semigroups Gretchen L. Mtthews 1 Deprtment of Mthemticl Sciences, Clemson University, Clemson, SC 29634-0975, USA gmtthe@clemson.edu Received:, Accepted:, Published:

More information

Intuitionistic Fuzzy Lattices and Intuitionistic Fuzzy Boolean Algebras

Intuitionistic Fuzzy Lattices and Intuitionistic Fuzzy Boolean Algebras Intuitionistic Fuzzy Lttices nd Intuitionistic Fuzzy oolen Algebrs.K. Tripthy #1, M.K. Stpthy *2 nd P.K.Choudhury ##3 # School of Computing Science nd Engineering VIT University Vellore-632014, TN, Indi

More information

7.2 The Definite Integral

7.2 The Definite Integral 7.2 The Definite Integrl the definite integrl In the previous section, it ws found tht if function f is continuous nd nonnegtive, then the re under the grph of f on [, b] is given by F (b) F (), where

More information

S. S. Dragomir. 2, we have the inequality. b a

S. S. Dragomir. 2, we have the inequality. b a Bull Koren Mth Soc 005 No pp 3 30 SOME COMPANIONS OF OSTROWSKI S INEQUALITY FOR ABSOLUTELY CONTINUOUS FUNCTIONS AND APPLICATIONS S S Drgomir Abstrct Compnions of Ostrowski s integrl ineulity for bsolutely

More information

Some estimates on the Hermite-Hadamard inequality through quasi-convex functions

Some estimates on the Hermite-Hadamard inequality through quasi-convex functions Annls of University of Criov, Mth. Comp. Sci. Ser. Volume 3, 7, Pges 8 87 ISSN: 13-693 Some estimtes on the Hermite-Hdmrd inequlity through qusi-convex functions Dniel Alexndru Ion Abstrct. In this pper

More information

WENJUN LIU AND QUÔ C ANH NGÔ

WENJUN LIU AND QUÔ C ANH NGÔ AN OSTROWSKI-GRÜSS TYPE INEQUALITY ON TIME SCALES WENJUN LIU AND QUÔ C ANH NGÔ Astrct. In this pper we derive new inequlity of Ostrowski-Grüss type on time scles nd thus unify corresponding continuous

More information

Self-similarity and symmetries of Pascal s triangles and simplices mod p

Self-similarity and symmetries of Pascal s triangles and simplices mod p Sn Jose Stte University SJSU ScholrWorks Fculty Publictions Mthemtics nd Sttistics Februry 2004 Self-similrity nd symmetries of Pscl s tringles nd simplices mod p Richrd P. Kubelk Sn Jose Stte University,

More information

LYAPUNOV-TYPE INEQUALITIES FOR NONLINEAR SYSTEMS INVOLVING THE (p 1, p 2,..., p n )-LAPLACIAN

LYAPUNOV-TYPE INEQUALITIES FOR NONLINEAR SYSTEMS INVOLVING THE (p 1, p 2,..., p n )-LAPLACIAN Electronic Journl of Differentil Equtions, Vol. 203 (203), No. 28, pp. 0. ISSN: 072-669. URL: http://ejde.mth.txstte.edu or http://ejde.mth.unt.edu ftp ejde.mth.txstte.edu LYAPUNOV-TYPE INEQUALITIES FOR

More information

Parametrized inequality of Hermite Hadamard type for functions whose third derivative absolute values are quasi convex

Parametrized inequality of Hermite Hadamard type for functions whose third derivative absolute values are quasi convex Wu et l. SpringerPlus (5) 4:83 DOI.8/s44-5-33-z RESEARCH Prmetrized inequlity of Hermite Hdmrd type for functions whose third derivtive bsolute vlues re qusi convex Shn He Wu, Bnyt Sroysng, Jin Shn Xie

More information

Quadratic Forms. Quadratic Forms

Quadratic Forms. Quadratic Forms Qudrtic Forms Recll the Simon & Blume excerpt from n erlier lecture which sid tht the min tsk of clculus is to pproximte nonliner functions with liner functions. It s ctully more ccurte to sy tht we pproximte

More information

Lecture 1. Functional series. Pointwise and uniform convergence.

Lecture 1. Functional series. Pointwise and uniform convergence. 1 Introduction. Lecture 1. Functionl series. Pointwise nd uniform convergence. In this course we study mongst other things Fourier series. The Fourier series for periodic function f(x) with period 2π is

More information

Advanced Calculus: MATH 410 Notes on Integrals and Integrability Professor David Levermore 17 October 2004

Advanced Calculus: MATH 410 Notes on Integrals and Integrability Professor David Levermore 17 October 2004 Advnced Clculus: MATH 410 Notes on Integrls nd Integrbility Professor Dvid Levermore 17 October 2004 1. Definite Integrls In this section we revisit the definite integrl tht you were introduced to when

More information

A unified generalization of perturbed mid-point and trapezoid inequalities and asymptotic expressions for its error term

A unified generalization of perturbed mid-point and trapezoid inequalities and asymptotic expressions for its error term An. Ştiinţ. Univ. Al. I. Cuz Işi. Mt. (N.S. Tomul LXIII, 07, f. A unified generliztion of perturbed mid-point nd trpezoid inequlities nd symptotic expressions for its error term Wenjun Liu Received: 7.XI.0

More information

Numerical Linear Algebra Assignment 008

Numerical Linear Algebra Assignment 008 Numericl Liner Algebr Assignment 008 Nguyen Qun B Hong Students t Fculty of Mth nd Computer Science, Ho Chi Minh University of Science, Vietnm emil. nguyenqunbhong@gmil.com blog. http://hongnguyenqunb.wordpress.com

More information

4.5 JACOBI ITERATION FOR FINDING EIGENVALUES OF A REAL SYMMETRIC MATRIX. be a real symmetric matrix. ; (where we choose θ π for.

4.5 JACOBI ITERATION FOR FINDING EIGENVALUES OF A REAL SYMMETRIC MATRIX. be a real symmetric matrix. ; (where we choose θ π for. 4.5 JACOBI ITERATION FOR FINDING EIGENVALUES OF A REAL SYMMETRIC MATRIX Some reliminries: Let A be rel symmetric mtrix. Let Cos θ ; (where we choose θ π for Cos θ 4 purposes of convergence of the scheme)

More information

Math 554 Integration

Math 554 Integration Mth 554 Integrtion Hndout #9 4/12/96 Defn. A collection of n + 1 distinct points of the intervl [, b] P := {x 0 = < x 1 < < x i 1 < x i < < b =: x n } is clled prtition of the intervl. In this cse, we

More information

p-adic Egyptian Fractions

p-adic Egyptian Fractions p-adic Egyptin Frctions Contents 1 Introduction 1 2 Trditionl Egyptin Frctions nd Greedy Algorithm 2 3 Set-up 3 4 p-greedy Algorithm 5 5 p-egyptin Trditionl 10 6 Conclusion 1 Introduction An Egyptin frction

More information

ON A CONVEXITY PROPERTY. 1. Introduction Most general class of convex functions is defined by the inequality

ON A CONVEXITY PROPERTY. 1. Introduction Most general class of convex functions is defined by the inequality Krgujevc Journl of Mthemtics Volume 40( (016, Pges 166 171. ON A CONVEXITY PROPERTY SLAVKO SIMIĆ Abstrct. In this rticle we proved n interesting property of the clss of continuous convex functions. This

More information

Abstract inner product spaces

Abstract inner product spaces WEEK 4 Abstrct inner product spces Definition An inner product spce is vector spce V over the rel field R equipped with rule for multiplying vectors, such tht the product of two vectors is sclr, nd the

More information

Czechoslovak Mathematical Journal, 55 (130) (2005), , Abbotsford. 1. Introduction

Czechoslovak Mathematical Journal, 55 (130) (2005), , Abbotsford. 1. Introduction Czechoslovk Mthemticl Journl, 55 (130) (2005), 933 940 ESTIMATES OF THE REMAINDER IN TAYLOR S THEOREM USING THE HENSTOCK-KURZWEIL INTEGRAL, Abbotsford (Received Jnury 22, 2003) Abstrct. When rel-vlued

More information

Journal of Inequalities in Pure and Applied Mathematics

Journal of Inequalities in Pure and Applied Mathematics Journl o Inequlities in Pure nd Applied Mthemtics http://jipm.vu.edu.u/ Volume 6, Issue 4, Article 6, 2005 MROMORPHIC UNCTION THAT SHARS ON SMALL UNCTION WITH ITS DRIVATIV QINCAI ZHAN SCHOOL O INORMATION

More information

Research Article Fejér and Hermite-Hadamard Type Inequalities for Harmonically Convex Functions

Research Article Fejér and Hermite-Hadamard Type Inequalities for Harmonically Convex Functions Hindwi Pulishing Corportion Journl of Applied Mthemtics Volume 4, Article ID 38686, 6 pges http://dx.doi.org/.55/4/38686 Reserch Article Fejér nd Hermite-Hdmrd Type Inequlities for Hrmoniclly Convex Functions

More information

S. S. Dragomir. 1. Introduction. In [1], Guessab and Schmeisser have proved among others, the following companion of Ostrowski s inequality:

S. S. Dragomir. 1. Introduction. In [1], Guessab and Schmeisser have proved among others, the following companion of Ostrowski s inequality: FACTA UNIVERSITATIS NIŠ) Ser Mth Inform 9 00) 6 SOME COMPANIONS OF OSTROWSKI S INEQUALITY FOR ABSOLUTELY CONTINUOUS FUNCTIONS AND APPLICATIONS S S Drgomir Dedicted to Prof G Mstroinni for his 65th birthdy

More information

New Integral Inequalities for n-time Differentiable Functions with Applications for pdfs

New Integral Inequalities for n-time Differentiable Functions with Applications for pdfs Applied Mthemticl Sciences, Vol. 2, 2008, no. 8, 353-362 New Integrl Inequlities for n-time Differentible Functions with Applictions for pdfs Aristides I. Kechriniotis Technologicl Eductionl Institute

More information

Presentation Problems 5

Presentation Problems 5 Presenttion Problems 5 21-355 A For these problems, ssume ll sets re subsets of R unless otherwise specified. 1. Let P nd Q be prtitions of [, b] such tht P Q. Then U(f, P ) U(f, Q) nd L(f, P ) L(f, Q).

More information

POSITIVE SOLUTIONS FOR SINGULAR THREE-POINT BOUNDARY-VALUE PROBLEMS

POSITIVE SOLUTIONS FOR SINGULAR THREE-POINT BOUNDARY-VALUE PROBLEMS Electronic Journl of Differentil Equtions, Vol. 27(27), No. 156, pp. 1 8. ISSN: 172-6691. URL: http://ejde.mth.txstte.edu or http://ejde.mth.unt.edu ftp ejde.mth.txstte.edu (login: ftp) POSITIVE SOLUTIONS

More information

arxiv: v1 [math.ca] 11 Jul 2011

arxiv: v1 [math.ca] 11 Jul 2011 rxiv:1107.1996v1 [mth.ca] 11 Jul 2011 Existence nd computtion of Riemnn Stieltjes integrls through Riemnn integrls July, 2011 Rodrigo López Pouso Deprtmento de Análise Mtemátic Fcultde de Mtemátics, Universidde

More information

Introduction to Determinants. Remarks. Remarks. The determinant applies in the case of square matrices

Introduction to Determinants. Remarks. Remarks. The determinant applies in the case of square matrices Introduction to Determinnts Remrks The determinnt pplies in the cse of squre mtrices squre mtrix is nonsingulr if nd only if its determinnt not zero, hence the term determinnt Nonsingulr mtrices re sometimes

More information

NOTE ON TRACES OF MATRIX PRODUCTS INVOLVING INVERSES OF POSITIVE DEFINITE ONES

NOTE ON TRACES OF MATRIX PRODUCTS INVOLVING INVERSES OF POSITIVE DEFINITE ONES Journl of pplied themtics nd Computtionl echnics 208, 7(), 29-36.mcm.pcz.pl p-issn 2299-9965 DOI: 0.752/jmcm.208..03 e-issn 2353-0588 NOE ON RCES OF RIX PRODUCS INVOLVING INVERSES OF POSIIVE DEFINIE ONES

More information

The Algebra (al-jabr) of Matrices

The Algebra (al-jabr) of Matrices Section : Mtri lgebr nd Clculus Wshkewicz College of Engineering he lgebr (l-jbr) of Mtrices lgebr s brnch of mthemtics is much broder thn elementry lgebr ll of us studied in our high school dys. In sense

More information

CHAPTER 2d. MATRICES

CHAPTER 2d. MATRICES CHPTER d. MTRICES University of Bhrin Deprtment of Civil nd rch. Engineering CEG -Numericl Methods in Civil Engineering Deprtment of Civil Engineering University of Bhrin Every squre mtrix hs ssocited

More information

LYAPUNOV-TYPE INEQUALITIES FOR THIRD-ORDER LINEAR DIFFERENTIAL EQUATIONS

LYAPUNOV-TYPE INEQUALITIES FOR THIRD-ORDER LINEAR DIFFERENTIAL EQUATIONS Electronic Journl of Differentil Equtions, Vol. 2017 (2017), No. 139, pp. 1 14. ISSN: 1072-6691. URL: http://ejde.mth.txstte.edu or http://ejde.mth.unt.edu LYAPUNOV-TYPE INEQUALITIES FOR THIRD-ORDER LINEAR

More information

Exam 2, Mathematics 4701, Section ETY6 6:05 pm 7:40 pm, March 31, 2016, IH-1105 Instructor: Attila Máté 1

Exam 2, Mathematics 4701, Section ETY6 6:05 pm 7:40 pm, March 31, 2016, IH-1105 Instructor: Attila Máté 1 Exm, Mthemtics 471, Section ETY6 6:5 pm 7:4 pm, Mrch 1, 16, IH-115 Instructor: Attil Máté 1 17 copies 1. ) Stte the usul sufficient condition for the fixed-point itertion to converge when solving the eqution

More information

AN INTEGRAL INEQUALITY FOR CONVEX FUNCTIONS AND APPLICATIONS IN NUMERICAL INTEGRATION

AN INTEGRAL INEQUALITY FOR CONVEX FUNCTIONS AND APPLICATIONS IN NUMERICAL INTEGRATION Applied Mthemtics E-Notes, 5(005), 53-60 c ISSN 1607-510 Avilble free t mirror sites of http://www.mth.nthu.edu.tw/ men/ AN INTEGRAL INEQUALITY FOR CONVEX FUNCTIONS AND APPLICATIONS IN NUMERICAL INTEGRATION

More information

Math 61CM - Solutions to homework 9

Math 61CM - Solutions to homework 9 Mth 61CM - Solutions to homework 9 Cédric De Groote November 30 th, 2018 Problem 1: Recll tht the left limit of function f t point c is defined s follows: lim f(x) = l x c if for ny > 0 there exists δ

More information

HERMITE-HADAMARD TYPE INEQUALITIES OF CONVEX FUNCTIONS WITH RESPECT TO A PAIR OF QUASI-ARITHMETIC MEANS

HERMITE-HADAMARD TYPE INEQUALITIES OF CONVEX FUNCTIONS WITH RESPECT TO A PAIR OF QUASI-ARITHMETIC MEANS HERMITE-HADAMARD TYPE INEQUALITIES OF CONVEX FUNCTIONS WITH RESPECT TO A PAIR OF QUASI-ARITHMETIC MEANS FLAVIA CORINA MITROI nd CĂTĂLIN IRINEL SPIRIDON In this pper we estblish some integrl inequlities

More information

A General Dynamic Inequality of Opial Type

A General Dynamic Inequality of Opial Type Appl Mth Inf Sci No 3-5 (26) Applied Mthemtics & Informtion Sciences An Interntionl Journl http://dxdoiorg/2785/mis/bos7-mis A Generl Dynmic Inequlity of Opil Type Rvi Agrwl Mrtin Bohner 2 Donl O Regn

More information

Review of Riemann Integral

Review of Riemann Integral 1 Review of Riemnn Integrl In this chpter we review the definition of Riemnn integrl of bounded function f : [, b] R, nd point out its limittions so s to be convinced of the necessity of more generl integrl.

More information

Contents. Outline. Structured Rank Matrices Lecture 2: The theorem Proofs Examples related to structured ranks References. Structure Transport

Contents. Outline. Structured Rank Matrices Lecture 2: The theorem Proofs Examples related to structured ranks References. Structure Transport Contents Structured Rnk Mtrices Lecture 2: Mrc Vn Brel nd Rf Vndebril Dept. of Computer Science, K.U.Leuven, Belgium Chemnitz, Germny, 26-30 September 2011 1 Exmples relted to structured rnks 2 2 / 26

More information

A Note on Heredity for Terraced Matrices 1

A Note on Heredity for Terraced Matrices 1 Generl Mthemtics Vol. 16, No. 1 (2008), 5-9 A Note on Heredity for Terrced Mtrices 1 H. Crwford Rhly, Jr. In Memory of Myrt Nylor Rhly (1917-2006) Abstrct A terrced mtrix M is lower tringulr infinite mtrix

More information

GENERALIZED ABSTRACTED MEAN VALUES

GENERALIZED ABSTRACTED MEAN VALUES GENERALIZED ABSTRACTED MEAN VALUES FENG QI Abstrct. In this rticle, the uthor introduces the generlized bstrcted men vlues which etend the concepts of most mens with two vribles, nd reserches their bsic

More information

Introduction To Matrices MCV 4UI Assignment #1

Introduction To Matrices MCV 4UI Assignment #1 Introduction To Mtrices MCV UI Assignment # INTRODUCTION: A mtrix plurl: mtrices) is rectngulr rry of numbers rrnged in rows nd columns Exmples: ) b) c) [ ] d) Ech number ppering in the rry is sid to be

More information

Generalized Fano and non-fano networks

Generalized Fano and non-fano networks Generlized Fno nd non-fno networks Nildri Ds nd Brijesh Kumr Ri Deprtment of Electronics nd Electricl Engineering Indin Institute of Technology Guwhti, Guwhti, Assm, Indi Emil: {d.nildri, bkri}@iitg.ernet.in

More information

a a a a a a a a a a a a a a a a a a a a a a a a In this section, we introduce a general formula for computing determinants.

a a a a a a a a a a a a a a a a a a a a a a a a In this section, we introduce a general formula for computing determinants. Section 9 The Lplce Expnsion In the lst section, we defined the determinnt of (3 3) mtrix A 12 to be 22 12 21 22 2231 22 12 21. In this section, we introduce generl formul for computing determinnts. Rewriting

More information

On the Generalized Weighted Quasi-Arithmetic Integral Mean 1

On the Generalized Weighted Quasi-Arithmetic Integral Mean 1 Int. Journl of Mth. Anlysis, Vol. 7, 2013, no. 41, 2039-2048 HIKARI Ltd, www.m-hikri.com http://dx.doi.org/10.12988/ijm.2013.3499 On the Generlized Weighted Qusi-Arithmetic Integrl Men 1 Hui Sun School

More information

Chapter 3 MATRIX. In this chapter: 3.1 MATRIX NOTATION AND TERMINOLOGY

Chapter 3 MATRIX. In this chapter: 3.1 MATRIX NOTATION AND TERMINOLOGY Chpter 3 MTRIX In this chpter: Definition nd terms Specil Mtrices Mtrix Opertion: Trnspose, Equlity, Sum, Difference, Sclr Multipliction, Mtrix Multipliction, Determinnt, Inverse ppliction of Mtrix in

More information

The Hadamard s inequality for quasi-convex functions via fractional integrals

The Hadamard s inequality for quasi-convex functions via fractional integrals Annls of the University of Criov, Mthemtics nd Computer Science Series Volume (), 3, Pges 67 73 ISSN: 5-563 The Hdmrd s ineulity for usi-convex functions vi frctionl integrls M E Özdemir nd Çetin Yildiz

More information

KRASNOSEL SKII TYPE FIXED POINT THEOREM FOR NONLINEAR EXPANSION

KRASNOSEL SKII TYPE FIXED POINT THEOREM FOR NONLINEAR EXPANSION Fixed Point Theory, 13(2012), No. 1, 285-291 http://www.mth.ubbcluj.ro/ nodecj/sfptcj.html KRASNOSEL SKII TYPE FIXED POINT THEOREM FOR NONLINEAR EXPANSION FULI WANG AND FENG WANG School of Mthemtics nd

More information

On the degree of regularity of generalized van der Waerden triples

On the degree of regularity of generalized van der Waerden triples On the degree of regulrity of generlized vn der Werden triples Jcob Fox Msschusetts Institute of Technology, Cmbridge, MA 02139, USA Rdoš Rdoičić Deprtment of Mthemtics, Rutgers, The Stte University of

More information

Communications inmathematicalanalysis Volume 6, Number 2, pp (2009) ISSN

Communications inmathematicalanalysis Volume 6, Number 2, pp (2009) ISSN Communictions inmthemticlanlysis Volume 6, Number, pp. 33 41 009) ISSN 1938-9787 www.commun-mth-nl.org A SHARP GRÜSS TYPE INEQUALITY ON TIME SCALES AND APPLICATION TO THE SHARP OSTROWSKI-GRÜSS INEQUALITY

More information

Chapter 3. Vector Spaces

Chapter 3. Vector Spaces 3.4 Liner Trnsformtions 1 Chpter 3. Vector Spces 3.4 Liner Trnsformtions Note. We hve lredy studied liner trnsformtions from R n into R m. Now we look t liner trnsformtions from one generl vector spce

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 rticle ppered in journl published by Elsevier. The ttched copy is furnished to the uthor for internl non-commercil reserch nd eduction use, including for instruction t the uthors institution nd shring

More information

Decomposition of terms in Lucas sequences

Decomposition of terms in Lucas sequences Journl of Logic & Anlysis 1:4 009 1 3 ISSN 1759-9008 1 Decomposition of terms in Lucs sequences ABDELMADJID BOUDAOUD Let P, Q be non-zero integers such tht D = P 4Q is different from zero. The sequences

More information

Hermite-Hadamard type inequalities for harmonically convex functions

Hermite-Hadamard type inequalities for harmonically convex functions Hcettepe Journl o Mthemtics nd Sttistics Volume 43 6 4 935 94 Hermite-Hdmrd type ineulities or hrmoniclly convex unctions İmdt İşcn Abstrct The uthor introduces the concept o hrmoniclly convex unctions

More information

arxiv: v1 [math.ra] 1 Nov 2014

arxiv: v1 [math.ra] 1 Nov 2014 CLASSIFICATION OF COMPLEX CYCLIC LEIBNIZ ALGEBRAS DANIEL SCOFIELD AND S MCKAY SULLIVAN rxiv:14110170v1 [mthra] 1 Nov 2014 Abstrct Since Leibniz lgebrs were introduced by Lody s generliztion of Lie lgebrs,

More information

Chapter 4. Lebesgue Integration

Chapter 4. Lebesgue Integration 4.2. Lebesgue Integrtion 1 Chpter 4. Lebesgue Integrtion Section 4.2. Lebesgue Integrtion Note. Simple functions ply the sme role to Lebesgue integrls s step functions ply to Riemnn integrtion. Definition.

More information

ON THE GENERALIZED SUPERSTABILITY OF nth ORDER LINEAR DIFFERENTIAL EQUATIONS WITH INITIAL CONDITIONS

ON THE GENERALIZED SUPERSTABILITY OF nth ORDER LINEAR DIFFERENTIAL EQUATIONS WITH INITIAL CONDITIONS PUBLICATIONS DE L INSTITUT MATHÉMATIQUE Nouvelle série, tome 9811 015, 43 49 DOI: 10.98/PIM15019019H ON THE GENERALIZED SUPERSTABILITY OF nth ORDER LINEAR DIFFERENTIAL EQUATIONS WITH INITIAL CONDITIONS

More information

Math 520 Final Exam Topic Outline Sections 1 3 (Xiao/Dumas/Liaw) Spring 2008

Math 520 Final Exam Topic Outline Sections 1 3 (Xiao/Dumas/Liaw) Spring 2008 Mth 520 Finl Exm Topic Outline Sections 1 3 (Xio/Dums/Liw) Spring 2008 The finl exm will be held on Tuesdy, My 13, 2-5pm in 117 McMilln Wht will be covered The finl exm will cover the mteril from ll of

More information

Chapter 6 Notes, Larson/Hostetler 3e

Chapter 6 Notes, Larson/Hostetler 3e Contents 6. Antiderivtives nd the Rules of Integrtion.......................... 6. Are nd the Definite Integrl.................................. 6.. Are............................................ 6. Reimnn

More information

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

Math 4310 Solutions to homework 1 Due 9/1/16 Mth 4310 Solutions to homework 1 Due 9/1/16 1. Use the Eucliden lgorithm to find the following gretest common divisors. () gcd(252, 180) = 36 (b) gcd(513, 187) = 1 (c) gcd(7684, 4148) = 68 252 = 180 1

More information

1.9 C 2 inner variations

1.9 C 2 inner variations 46 CHAPTER 1. INDIRECT METHODS 1.9 C 2 inner vritions So fr, we hve restricted ttention to liner vritions. These re vritions of the form vx; ǫ = ux + ǫφx where φ is in some liner perturbtion clss P, for

More information

f(x) dx, If one of these two conditions is not met, we call the integral improper. Our usual definition for the value for the definite integral

f(x) dx, If one of these two conditions is not met, we call the integral improper. Our usual definition for the value for the definite integral Improper Integrls Every time tht we hve evluted definite integrl such s f(x) dx, we hve mde two implicit ssumptions bout the integrl:. The intervl [, b] is finite, nd. f(x) is continuous on [, b]. If one

More information

Riemann is the Mann! (But Lebesgue may besgue to differ.)

Riemann is the Mann! (But Lebesgue may besgue to differ.) Riemnn is the Mnn! (But Lebesgue my besgue to differ.) Leo Livshits My 2, 2008 1 For finite intervls in R We hve seen in clss tht every continuous function f : [, b] R hs the property tht for every ɛ >

More information

Lecture Note 9: Orthogonal Reduction

Lecture Note 9: Orthogonal Reduction MATH : Computtionl Methods of Liner Algebr 1 The Row Echelon Form Lecture Note 9: Orthogonl Reduction Our trget is to solve the norml eution: Xinyi Zeng Deprtment of Mthemticl Sciences, UTEP A t Ax = A

More information

A Criterion on Existence and Uniqueness of Behavior in Electric Circuit

A Criterion on Existence and Uniqueness of Behavior in Electric Circuit Institute Institute of of Advnced Advnced Engineering Engineering nd nd Science Science Interntionl Journl of Electricl nd Computer Engineering (IJECE) Vol 6, No 4, August 2016, pp 1529 1533 ISSN: 2088-8708,

More information

Journal of Inequalities in Pure and Applied Mathematics

Journal of Inequalities in Pure and Applied Mathematics Journl of Inequlities in Pure nd Applied Mthemtics GENERALIZATIONS OF THE TRAPEZOID INEQUALITIES BASED ON A NEW MEAN VALUE THEOREM FOR THE REMAINDER IN TAYLOR S FORMULA volume 7, issue 3, rticle 90, 006.

More information

The Modified Heinz s Inequality

The Modified Heinz s Inequality Journl of Applied Mthemtics nd Physics, 03,, 65-70 Pulished Online Novemer 03 (http://wwwscirporg/journl/jmp) http://dxdoiorg/0436/jmp03500 The Modified Heinz s Inequlity Tkshi Yoshino Mthemticl Institute,

More information

Several Answers to an Open Problem

Several Answers to an Open Problem Int. J. Contemp. Mth. Sciences, Vol. 5, 2010, no. 37, 1813-1817 Severl Answers to n Open Problem Xinkun Chi, Yonggng Zho nd Hongxi Du College of Mthemtics nd Informtion Science Henn Norml University Henn

More information

W. We shall do so one by one, starting with I 1, and we shall do it greedily, trying

W. We shall do so one by one, starting with I 1, and we shall do it greedily, trying Vitli covers 1 Definition. A Vitli cover of set E R is set V of closed intervls with positive length so tht, for every δ > 0 nd every x E, there is some I V with λ(i ) < δ nd x I. 2 Lemm (Vitli covering)

More information

Bulletin of the. Iranian Mathematical Society

Bulletin of the. Iranian Mathematical Society ISSN: 07-060X Print ISSN: 735-855 Online Bulletin of the Irnin Mthemticl Society Vol 3 07, No, pp 09 5 Title: Some extended Simpson-type ineulities nd pplictions Authors: K-C Hsu, S-R Hwng nd K-L Tseng

More information

QUADRATURE is an old-fashioned word that refers to

QUADRATURE is an old-fashioned word that refers to World Acdemy of Science Engineering nd Technology Interntionl Journl of Mthemticl nd Computtionl Sciences Vol:5 No:7 011 A New Qudrture Rule Derived from Spline Interpoltion with Error Anlysis Hdi Tghvfrd

More information

Advanced Calculus: MATH 410 Uniform Convergence of Functions Professor David Levermore 11 December 2015

Advanced Calculus: MATH 410 Uniform Convergence of Functions Professor David Levermore 11 December 2015 Advnced Clculus: MATH 410 Uniform Convergence of Functions Professor Dvid Levermore 11 December 2015 12. Sequences of Functions We now explore two notions of wht it mens for sequence of functions {f n

More information

20 MATHEMATICS POLYNOMIALS

20 MATHEMATICS POLYNOMIALS 0 MATHEMATICS POLYNOMIALS.1 Introduction In Clss IX, you hve studied polynomils in one vrible nd their degrees. Recll tht if p(x) is polynomil in x, the highest power of x in p(x) is clled the degree of

More information

Elements of Matrix Algebra

Elements of Matrix Algebra Elements of Mtrix Algebr Klus Neusser Kurt Schmidheiny September 30, 2015 Contents 1 Definitions 2 2 Mtrix opertions 3 3 Rnk of Mtrix 5 4 Specil Functions of Qudrtic Mtrices 6 4.1 Trce of Mtrix.........................

More information

A New Grey-rough Set Model Based on Interval-Valued Grey Sets

A New Grey-rough Set Model Based on Interval-Valued Grey Sets Proceedings of the 009 IEEE Interntionl Conference on Systems Mn nd Cybernetics Sn ntonio TX US - October 009 New Grey-rough Set Model sed on Intervl-Vlued Grey Sets Wu Shunxing Deprtment of utomtion Ximen

More information

Zero-Sum Magic Graphs and Their Null Sets

Zero-Sum Magic Graphs and Their Null Sets Zero-Sum Mgic Grphs nd Their Null Sets Ebrhim Slehi Deprtment of Mthemticl Sciences University of Nevd Ls Vegs Ls Vegs, NV 89154-4020. ebrhim.slehi@unlv.edu Abstrct For ny h N, grph G = (V, E) is sid to

More information

Multivariate problems and matrix algebra

Multivariate problems and matrix algebra University of Ferrr Stefno Bonnini Multivrite problems nd mtrix lgebr Multivrite problems Multivrite sttisticl nlysis dels with dt contining observtions on two or more chrcteristics (vribles) ech mesured

More information

Best Approximation in the 2-norm

Best Approximation in the 2-norm Jim Lmbers MAT 77 Fll Semester 1-11 Lecture 1 Notes These notes correspond to Sections 9. nd 9.3 in the text. Best Approximtion in the -norm Suppose tht we wish to obtin function f n (x) tht is liner combintion

More information

The Fundamental Theorem of Calculus. The Total Change Theorem and the Area Under a Curve.

The Fundamental Theorem of Calculus. The Total Change Theorem and the Area Under a Curve. Clculus Li Vs The Fundmentl Theorem of Clculus. The Totl Chnge Theorem nd the Are Under Curve. Recll the following fct from Clculus course. If continuous function f(x) represents the rte of chnge of F

More information

ON THE C-INTEGRAL BENEDETTO BONGIORNO

ON THE C-INTEGRAL BENEDETTO BONGIORNO ON THE C-INTEGRAL BENEDETTO BONGIORNO Let F : [, b] R be differentible function nd let f be its derivtive. The problem of recovering F from f is clled problem of primitives. In 1912, the problem of primitives

More information

MA Handout 2: Notation and Background Concepts from Analysis

MA Handout 2: Notation and Background Concepts from Analysis MA350059 Hndout 2: Nottion nd Bckground Concepts from Anlysis This hndout summrises some nottion we will use nd lso gives recp of some concepts from other units (MA20023: PDEs nd CM, MA20218: Anlysis 2A,

More information

Riemann Sums and Riemann Integrals

Riemann Sums and Riemann Integrals Riemnn Sums nd Riemnn Integrls Jmes K. Peterson Deprtment of Biologicl Sciences nd Deprtment of Mthemticl Sciences Clemson University August 26, 203 Outline Riemnn Sums Riemnn Integrls Properties Abstrct

More information

STUDY GUIDE FOR BASIC EXAM

STUDY GUIDE FOR BASIC EXAM STUDY GUIDE FOR BASIC EXAM BRYON ARAGAM This is prtil list of theorems tht frequently show up on the bsic exm. In mny cses, you my be sked to directly prove one of these theorems or these vrints. There

More information

FUNDAMENTALS OF REAL ANALYSIS by. III.1. Measurable functions. f 1 (

FUNDAMENTALS OF REAL ANALYSIS by. III.1. Measurable functions. f 1 ( FUNDAMNTALS OF RAL ANALYSIS by Doğn Çömez III. MASURABL FUNCTIONS AND LBSGU INTGRAL III.. Mesurble functions Hving the Lebesgue mesure define, in this chpter, we will identify the collection of functions

More information

1. Gauss-Jacobi quadrature and Legendre polynomials. p(t)w(t)dt, p {p(x 0 ),...p(x n )} p(t)w(t)dt = w k p(x k ),

1. Gauss-Jacobi quadrature and Legendre polynomials. p(t)w(t)dt, p {p(x 0 ),...p(x n )} p(t)w(t)dt = w k p(x k ), 1. Guss-Jcobi qudrture nd Legendre polynomils Simpson s rule for evluting n integrl f(t)dt gives the correct nswer with error of bout O(n 4 ) (with constnt tht depends on f, in prticulr, it depends on

More information

Binding Number and Connected (g, f + 1)-Factors in Graphs

Binding Number and Connected (g, f + 1)-Factors in Graphs Binding Number nd Connected (g, f + 1)-Fctors in Grphs Jinsheng Ci, Guizhen Liu, nd Jinfeng Hou School of Mthemtics nd system science, Shndong University, Jinn 50100, P.R.Chin helthci@163.com Abstrct.

More information

Matrix Algebra. Matrix Addition, Scalar Multiplication and Transposition. Linear Algebra I 24

Matrix Algebra. Matrix Addition, Scalar Multiplication and Transposition. Linear Algebra I 24 Mtrix lger Mtrix ddition, Sclr Multipliction nd rnsposition Mtrix lger Section.. Mtrix ddition, Sclr Multipliction nd rnsposition rectngulr rry of numers is clled mtrix ( the plurl is mtrices ) nd the

More information

A product convergence theorem for Henstock Kurzweil integrals

A product convergence theorem for Henstock Kurzweil integrals A product convergence theorem for Henstock Kurzweil integrls Prsr Mohnty Erik Tlvil 1 Deprtment of Mthemticl nd Sttisticl Sciences University of Albert Edmonton AB Cnd T6G 2G1 pmohnty@mth.ulbert.c etlvil@mth.ulbert.c

More information

FUNCTIONS OF α-slow INCREASE

FUNCTIONS OF α-slow INCREASE Bulletin of Mthemticl Anlysis nd Applictions ISSN: 1821-1291, URL: http://www.bmth.org Volume 4 Issue 1 (2012), Pges 226-230. FUNCTIONS OF α-slow INCREASE (COMMUNICATED BY HÜSEYIN BOR) YILUN SHANG Abstrct.

More information

ON CLOSED CONVEX HULLS AND THEIR EXTREME POINTS. S. K. Lee and S. M. Khairnar

ON CLOSED CONVEX HULLS AND THEIR EXTREME POINTS. S. K. Lee and S. M. Khairnar Kngweon-Kyungki Mth. Jour. 12 (2004), No. 2, pp. 107 115 ON CLOSED CONVE HULLS AND THEIR ETREME POINTS S. K. Lee nd S. M. Khirnr Abstrct. In this pper, the new subclss denoted by S p (α, β, ξ, γ) of p-vlent

More information

Definite integral. Mathematics FRDIS MENDELU

Definite integral. Mathematics FRDIS MENDELU Definite integrl Mthemtics FRDIS MENDELU Simon Fišnrová Brno 1 Motivtion - re under curve Suppose, for simplicity, tht y = f(x) is nonnegtive nd continuous function defined on [, b]. Wht is the re of the

More information