WIENER AND DETOUR INDICES OF A NEW TYPE OF NANOSTAR DENDRIMERS

Size: px
Start display at page:

Download "WIENER AND DETOUR INDICES OF A NEW TYPE OF NANOSTAR DENDRIMERS"

Transcription

1 Macedoa Joural of Chemstry ad Chemcal Egeerg, Vol. 8, No., pp (009) MJCCA9 5 ISSN Receved: December, 008 UDC: Accepted: March 5, 009 Orgal scetfc paper WIENER AND DETOUR INDICES OF A NEW TPE OF NANOSTAR DENDRIMERS A. Karbasou, Al Reza Ashraf Isttute of Naoscece ad Naotechology, Uversty of Kasha, Kasha , Ira ashraf@kashau.ac.r The Weer ad detour dces of a molecular graph G are defed as the sum of the legths of all shortest ad logest paths betwee the vertces of G. I ths paper the exact formulae for the Weer ad detour dces of a ew type of aostar dedrmers are gve. Key words: aostar dedrmer molecular graph Weer dex, detour dex ВИНЕРОВИ И ПОВРАТНИ ИНДЕКСИ ЗА НОВ ТИП ДЕНДРИМЕРИ ВО ФОРМА НА НАНОЅВЕЗДА За молекуларните графови се дефинирани Винерови (Weer) и повратни индекси кои се дефинирани како сума од должините на сите најкуси и најдолги патишта помеѓу пресеците во графот G. Во овој труд се изведени формули за Винеровите и повратните индекси за нов тип дендримери во форма на наноѕвезда. Kлучни зборови: dedrmer во форма на aoyвезда moleкularен graф Вerови deкси, povrate deкс INTRODUCTION Naostar dedrmers are part of a ew group of macromolecules that appear to be photo fuels ust lke artfcal ateas. The topologcal study of these macromolecules s the subect of ths artcle. Throughout ths paper a graph meas fte smple graph wthout multple edges ad loops. The set of vertces ad edges of a graph G are deoted by V(G) ad E(G), respectvely. The dstace d G (u,v) (d(u,v) for short) betwee two vertces u, v V(G) of a coected graph G s the legth of a shortest path coectg them. Suppose I deotes the set of all fte graphs ad R s the set of real umbers. A map Top from I to R s called a topologcal dex, f Top(H) = Top(G), for all pars (H,G) of somorphc graphs. The cocept of topologcal dex was frst proposed by Hosoya [] for characterzg the topologcal ature of a graph. Such graph varats are usually related to the dstace fucto d(-, -) : V(G) V(G) R. Recetly, ths part of Mathematcal Chemstry was amed "Metrc Graph Theory". The frst topologcal dex of ths type was proposed 947 by the chemst Harold Weer, []. It s defed as the sum of all dstaces betwee vertces of the graph uder cosderato. I the last meetg of Iteratoal Academy of Mathematcal Chemstry, professor Roberto Todesch aouced that he ad hs team mproved MOLE db Molecular Descrptors Data Base [, 4] for workg wth more tha thousad molecular descrptors. The MOLE db s a free o-le database costtuted of 4 molecular descrptors calculated o 477 molecules that allows the user to search for a specfc group of molecules ad aalyze the correspodg values of molecular descrptors ad to save a output fle wth the values of a block of

2 50 A. Karbasou, A. R. Ashraf molecular descrptors calculated o a group of molecules. Suppose G s a graph wth the vertex set V(G) = {v, v,, v }. I Metrc Graph Theory, the dstace matrx of G s defed as D(G) = [d ], where d = d(v,v ). The detour matrx DD = [dd ] ca be defed for G wth etres dd = 0 ad dd,, as the maxmum dstace betwee vertces v ad v. The detour matrx was troduced graph theory some tme ago by F. Harary [5] for descrbg the coectvty drected graphs. The detour matrx, cotrast to the dstace matrx that records the legth of the shortest path betwee vertces, records the legth of the logest dstace betwee each par of vertces. Ths matrx remaed ukow to chemsts utl the publcato by Amć ad Trastć [6]. The detour dex was troduced a year later by late Istva Lukovts [7]. Amć ad Trastć dscussed the detour dex ther paper, ad gave t the ame of Weer-lke dex. The computato of the detour matrx was preseted a paper by Trastć, Nkolć ad Mhalć [8] ad the whole story about the detour matrx, detour dex, ad ts uses chemstry are summarzed [9]. We ecourage the readers to cosult the book of Jaežč, Mlčevć, Nkolć ad Trastć [0] ad a paper by Joh [] ad the refereces there for more formato about ths topc. The problem of computg the topologcal dces of aostructures was rased by Dudea ad hs co-authors. I some research papers [ 8] they computed the Weer dex of aotubes ad tor. I [9, 0], the authors preseted some methods for calculato of the Weer dex ad resoace eergy of bezeod systems whch are extedable to aomaterals. I recet years, some authors worked o computg the Weer, PI, Schultz ad Szeged dces of the chemcal graphs of some aomaterals, [ 0]. Ths paper addresses the problem of computg the Weer ad detour dces of a fte class of aostar dedrmers. We choose these two topologcal dces because of ther correlatos wth some physco-chemcal propertes of molecules. Our otato s stadard ad take maly from the stadard books of graph theory. RESULT AND DISCUSSION Throughout ths paper G[] deotes the molecular graph of a aostar dedrmer wth exactly geerato (Fgs ). We frst calculate the Weer ad detour matrces of the graph G[] ad the compute the Weer ad detour dces of these aostars. At frst, we troduce two cocepts whch are mportat our calculatos. Suppose G ad H are graphs such that V(H) V(G) ad E(H) E(G). The we call H to be a subgraph of G. H s called sometrc, f for each x, y V(H), d H (x, y) = d G (x, y). I Fgure, four sometrc subgraphs of G[] are depcted. From ths fgure, t s clear that G[] s costructed from the subgraphs somorphc to B ad the core (Fg. ). To compute the Weer ad detour dces of G[], we calculate matrces WA, WA, WA ad WB whch are the Weer matrces of the subgraphs A, A, A ad B, respectvely. Suppose D ad D ' are 8 8 ad 8 60 matrces whch each etry s equal to ad M s the Weer matrx of the core. Fg.. The molecular graph of G[] Fg.. The core of G[] To costruct the Weer matrx of G[], t s eough to calculate the dstace matrx betwee a subgraph somorphc to B ad core, dstace matrx betwee two subgraphs somorphc to B (see A ad A Fg. ) ad the Weer matrx of the core. The dstace matrx betwee a subgraph somorphc to B ad core s equal to the sum of the Weer matrx of the subgraph A, WA, ad the matrx D ', where = l(p) such that P s a mmum path coectg a vertex of core to a vertex of B ad l(p) deotes the legth of P. We ow calculate the dstace matrx betwee two subgraphs somorphc to B. To do ths, we assume that B ad B are two subgraphs somorphc to B ad P s a mmum path coectg a vertex of B to a vertex of B. Obvously, there are two separate cases that oe of the ed vertces of P s a vertex of a hexago of G[] or two ed vertces of P are ot belog to a hexago. I the frst case, the dstace matrx D(B,B ) betwee B ad B s equal to WA + D ad for the secod D(B,B ) = WA + D. From Fg., oe ca see that to partto the Maced. J. Chem. Chem. Eg., 8 (), (009)

3 Weer ad detour dces of a ew type of aostar dedrmers 5 molecular graph of G[] to a core together wth four somorphc subgraphs M [],, M 4 []. We ame each of M [],, M 4 [], to be a brach of G ad M[] = M [] M 4 [].. Obvously, each of braches M [], 4, has exactly two somorphc compoets [ M ] ad M [ ]. Moreover, the core ad braches costtute a partto for G[]. Every subgraph M [], 4, has exactly + subgraphs somorphc to B such that degree of vertces of ther hexagos are G, say k,, l =, ad k =,,, 4. We ow defe s,, s 8 as follows: s s the summato of dstaces betwee vertces of ad as well as, ad 4, 4, for each of ad,, s s the summato of dstaces betwee vertces of,, ad,, ad 4,, 4, ad, 4, 4, ad, for each of ad,, s s the summato of dstaces betwee vertces of k ad k, for each of, ad k, ad k =,,,4, s 4 s the summato of dstaces betwee the vertces of [ M ] ad M [ ], s 5 s the summato of dstaces betwee vertces of k ad M k [ ], k s 6 s the summato of dstaces betwee vertces of,, from M [ ] ad 4, 4, from M [ ], s 7 s the summato of dstaces betwee vertces of M [] ad M [], as well as M [] ad M 4 [], s 8 s the summato of dstaces betwee other vertces of [ M ] ad M []. A A A Fg.. Some subgraphs of G[] I Table, the Weer matrx of G[] s computed. By defto of s,, s 8, oe ca prove the followg equaltes: B Table The Weer Matrx of G[]. C B B B B 4 B 5 B 6 B 7 B 8 C M A A A A A A A A B A B A +D A +D A +D 8 A +D 8 A +D 8 A +D 8 A +D B A A +D B A +D A +D A +D 8 A +D 8 A +D 8 A +D 8 B A A +D 8 A +D 8 B A +D 8 A +D 8 A +D A +D A +D B 4 A A +D 8 A +D 8 A +D B A +D 8 A +D 8 A +D A +D B 5 A A +D 8 A +D 8 A +D A +D B A +D A +D 8 A +D 8 B 6 A A +D 8 A +D 8 A +D A +D A +D B A +D 8 A +D 8 B 7 A A +D A +D A +D 8 A +D 8 A +D 8 A +D 8 B A +D B 8 A A +D A +D A +D 8 A +D 8 A +D 8 A +D 8 A +D B Maced. J. Chem. Chem. Eg., 8 (), (009)

4 5 A. Karbasou, A. R. Ashraf s =.(0+ ) = = s =.(0+ 8) = = s = 4..(0 7) = = = 9 9 l l k l s4 =.(5(l + ) (5k + )) = l= k= = s5 =.(5( + ) 7) = = = s6 =.(5.( + ) + 8) = = = s7 =..(5) =.(5( + ) + ) = = = = = l l k l+ + s8 =..(5(l + ) (5k + )) =.(5) = l= k= = = = By a smple calculato wth Maple, oe ca see that s + s s8 = Therefore we prove the followg theorem, Theorem : The Weer dex of G = G[] s computed as follows: ( ) = W G Proof. By defto of A, A, A, B, M, D ad D ' ad above calculatos, we have: W(G) = 64(s + s s ) + ( ) d + W(A )( 8) ' + 8, + W(A )( ) + W(A )( ) W(B)( 8) W(M) = ( ) 480( ) ( 8) + 46( ) + 68( ) ( 8) 558 = To compute the detour dex of G[], we defe the quattes t,, t 8 smlar to s,, s 8 by chagg dstace to logest dstace. Defe t,, t 8 as follows: t s the summato of maxmum dstaces betwee vertces of, as well as,, ad ad, 4, 4,for each of ad, -, t s the summato of maxmum dstaces betwee vertces of, ad,, ad 4,, 4 ad, 4, 4 ad,,for each of ad,, t s the summato of maxmum dstaces betwee vertces of k ad k, for each of, ad k, ad k =,,,4, t 4 s the summato of maxmum dstaces betwee the vertces of M[] ad M[ ], t 5 s the summato of maxmum dstaces betwee vertces of ad M k [ ], k k Maced. J. Chem. Chem. Eg., 8 (), (009)

5 Weer ad detour dces of a ew type of aostar dedrmers 5 t 6 s the summato of maxmum dstaces t 8 s the summato of maxmum dstaces betwee vertces of, from M [ betwee other vertces of M[] ad ] ad 4, 4 from M [ ], M[]. t 7 s the summato of maxmum dstaces By a smlar method as the oe above, t ca betwee vertces of M [] ad M [], as be see that the followg equatos are satsfed: well as M [] ad M 4 [], + B= 8 + A = 8 A = A = D = t =.(4 + 5) = = t =.(4 + ) = = t = 4..(4 9) = = = 9 9 l l k l t 4 =.(7(l + ) (7k + )) = l= k= = t5 =.(7( + ) 9) = = = t 6 =.(7.( + ) + ) = = = t 7 =.(7( + ) + 5) = = = t 8 +.(7) = = = = + A smple calculato by Maple shows that t + t t8 = Therefore we have the followg theorem: Theorem : The detour dex of G = G[] s computed as follows: ( ) = dd G Proof. By defto of A, A, A, B, M, D ad D ' ad above calculatos, we have: dd(g) = 64( ) + 480( ) + + 4( 8) + 608( ) + 59( ) ( 8) = Maced. J. Chem. Chem. Eg., 8 (), (009)

6 CONCLUSION I ths paper a ovel method for computg the Weer ad detour matrces of chemcal graphs are preseted. If a molecular graph G ca be decomposed to cycles ad paths the a smlar method as gve the paper ca be appled to compute the Weer ad detour matrces of G. So, the method gve ths paper s geeral for such molecular graphs. Ackowledgmet. The authors are greatly debted to the referees for ther valuable suggestos ad gvg hstorcal otes gve the troducto of ths paper. REFERENCES [] H. Hosoya, Topologcal Idex. A Newly Proposed Quatty Characterzg the Topologcal Nature of Structural Isomers of Saturated Hydrocarbos, Bull. Chem. Soc. Japa, 44, 9 (97). [] H. Weer, Structural Determato of Paraff Bolg Pots, J. Am. Chem. Soc., 69, 7 0 (947). [] MOLE db Molecular Descrptors Data Base, Mlao Chemometrcs ad QSAR Research Group, [4] R. Todesch ad V. Coso, Hadbook of Molecular Descrptors, WILE VCH, Wehem, 000. [5] F. Harary, Graph Theory, Addso-Wesley, Readg, Massachusetts, 969. [6] D. Amć, N. Trastć, O the Detour Matrx, Croat. Chem. Acta, 68, 5 6 (995). [7] I. Lukovts, The Detour Idex, Croat. Chem. Acta, 69, (996). [8] N. Trastć, S. Nkolć, Z. Mhalć, O Computg the Molecular Detour Matrx, It. J. Quatum Chem., 65, (997). [9] N. Trastć, S. Nkolć, B. Lučć, D. Amć ad Z. Mhalć, The Detour Matrx Chemstry, J: Chem. If. Comput. Sc., 7, 6 68 (997). [0] D. Jaežč, A. Mlčevć, S. Nkolć ad N. Trastć, Graph-Theoretcal Matrces Chemstry, Uversty of Kraguevac, Kraguevac, 007. [] P. E. Joh, Ueber de Berechug des Weer-Idex fuer ausgewaehlte Delta-dmesoale Gtterstrukture, MATCH Comm. Math. Comp. Chem.,, 07 9 (995). [] M. V. Dudea, A. Graovac, Geerato ad graphtheoretcal propertes of C 4 -tor, MATCH Commu. Math. Comput. Chem., 44, 9 0 (00). [] M. V. Dudea, I. Slagh-Dumtrescu, B. Parv, Toraes versus torees, MATCH Commu. Math. Comput. Chem., 44, 7 (00). [4] M.V. Dudea, P.E. Joh, Coverg polyhedral tor, MATCH Commu. Math. Comput. Chem., 44, 0 6 (00). [5] M. V. Dudea, Torodal Graphees from 4-Valet Tor, Bull. Chem. Soc. Jp., 75, (00). [6] M. V. Dudea, Hosoya Polyomal Tor, MATCH Commu. Math. Comput. Chem., 45, 09 (00). [7] P. E. Joh, M. V. Dudea, Weer dex of zg-zag polyhex aotubes, Croat. Chem. Acta, 77, 7 (004). [8] M.V. Dudea, M. Stefu, B. Parv, P. E. Joh, Weer dex of armchar polyhex aotubes, Croat. Chem. Acta,, 77, 5 (004). [9] D. Vukčevć, N. Trastć, Weer dces of bezeod graphs, Bull. Chemst & Techolgst Macedoa,, 9 (004). [0] Iva Gutma, Slavko Radekovc, A smple formula for calculatg resoace eergy of bezeod hydrocarbos, Bullet of the Chemsts ad Techologsts of Macedoa, 5, 7 (006). [] S. ousef, A. R. Ashraf, A exact expresso for the Weer dex of a polyhex aotorus, MATCH Commu. Math. Comput. Chem., 56, (006). [] S. ousef, A. R. Ashraf, A algorthm for costructg Weer matrx of TUC 4 C 8 (R) aotubes, Curret Naoscece, 4, 6 65 (008). [] A. R. Ashraf, S. ousef, Computg the Weer Idex of a TUC4C8(S) Naotorus, MATCH Commu Math Comput Chem, 57, (007). [4] S. ousef, A. R. Ashraf, A Exact Expresso for the Weer Idex of a TUC 4 C 8 (R) Naotorus, J Math Chem, 4, 0 09 (007). [5] A. R. Ashraf, S. ousef, A New Algorthm for Computg Dstace Matrx ad Weer Idex of Zg-zag Polyhex Naotubes Naoscale Res Lett,, 0 06 (007). [6] L. Xu, H. Deg, The Schultz Molecular Topologcal Idex of C 4 C 8 Naotubes, MATCH Commu. Math. Comput. Chem., 59, 4 48 (008). [7] S. Che, Q. Jag,. Hou, The Weer ad Schultz Idex of Naotubes Covered by C 4, MATCH Commu. Math. Comput. Chem., 59, (008). [8] M. Elas, B. Taer, Szeged Idex of Armchar Polyhex Naotubes, MATCH Commu. Math. Comput. Chem., 59, (008). [9] H. ousef-azar, A. R. Ashraf, A. Bahram, J. azda, Computg Topologcal Idces of Some Types of Bezeod Systems ad Naostars, Asa J. Chem., 0, 5-0 (008). [0] A. R. Ashraf, M. Mrzargar, PI, Szeged ad edge Szeged dces of a fte famly of aostar dedrmers, Ida Joural of Chemstry, 47A, (008).

Bounds for the Connective Eccentric Index

Bounds for the Connective Eccentric Index It. J. Cotemp. Math. Sceces, Vol. 7, 0, o. 44, 6-66 Bouds for the Coectve Eccetrc Idex Nlaja De Departmet of Basc Scece, Humates ad Socal Scece (Mathematcs Calcutta Isttute of Egeerg ad Maagemet Kolkata,

More information

Topological Indices of Hypercubes

Topological Indices of Hypercubes 202, TextRoad Publcato ISSN 2090-4304 Joural of Basc ad Appled Scetfc Research wwwtextroadcom Topologcal Idces of Hypercubes Sahad Daeshvar, okha Izbrak 2, Mozhga Masour Kalebar 3,2 Departmet of Idustral

More information

Double Dominating Energy of Some Graphs

Double Dominating Energy of Some Graphs Iter. J. Fuzzy Mathematcal Archve Vol. 4, No., 04, -7 ISSN: 30 34 (P), 30 350 (ole) Publshed o 5 March 04 www.researchmathsc.org Iteratoal Joural of V.Kaladev ad G.Sharmla Dev P.G & Research Departmet

More information

PROJECTION PROBLEM FOR REGULAR POLYGONS

PROJECTION PROBLEM FOR REGULAR POLYGONS Joural of Mathematcal Sceces: Advaces ad Applcatos Volume, Number, 008, Pages 95-50 PROJECTION PROBLEM FOR REGULAR POLYGONS College of Scece Bejg Forestry Uversty Bejg 0008 P. R. Cha e-mal: sl@bjfu.edu.c

More information

Lower Bounds of the Kirchhoff and Degree Kirchhoff Indices

Lower Bounds of the Kirchhoff and Degree Kirchhoff Indices SCIENTIFIC PUBLICATIONS OF THE STATE UNIVERSITY OF NOVI PAZAR SER. A: APPL. MATH. INFORM. AND MECH. vol. 7, (205), 25-3. Lower Bouds of the Krchhoff ad Degree Krchhoff Idces I. Ž. Mlovaovć, E. I. Mlovaovć,

More information

PI Polynomial of V-Phenylenic Nanotubes and Nanotori

PI Polynomial of V-Phenylenic Nanotubes and Nanotori It J Mol Sci 008, 9, 9-34 Full Research Paper Iteratioal Joural of Molecular Scieces ISSN 4-0067 008 by MDPI http://wwwmdpiorg/ijms PI Polyomial of V-Pheyleic Naotubes ad Naotori Vahid Alamia, Amir Bahrami,*

More information

COMPUTING FIRST AND SECOND ZAGREB INDEX, FIRST AND SECOND ZAGREB POLYNOMIAL OF CAPRA- DESIGNED PLANAR BENZENOID SERIES Ca n (C 6 )

COMPUTING FIRST AND SECOND ZAGREB INDEX, FIRST AND SECOND ZAGREB POLYNOMIAL OF CAPRA- DESIGNED PLANAR BENZENOID SERIES Ca n (C 6 ) (RECOMMENDED CITATION) COMPUTING FIRST AND SECOND ZAGREB INDEX, FIRST AND SECOND ZAGREB POLYNOMIAL OF CAPRA- DESIGNED PLANAR BENZENOID SERIES Ca (C 6 ) MOHAMMAD REZA FARAHANI a, MIRANDA PETRONELLA VLAD

More information

Further Results on Pair Sum Labeling of Trees

Further Results on Pair Sum Labeling of Trees Appled Mathematcs 0 70-7 do:046/am0077 Publshed Ole October 0 (http://wwwscrporg/joural/am) Further Results o Par Sum Labelg of Trees Abstract Raja Poraj Jeyaraj Vjaya Xaver Parthpa Departmet of Mathematcs

More information

On Eccentricity Sum Eigenvalue and Eccentricity Sum Energy of a Graph

On Eccentricity Sum Eigenvalue and Eccentricity Sum Energy of a Graph Aals of Pure ad Appled Mathematcs Vol. 3, No., 7, -3 ISSN: 79-87X (P, 79-888(ole Publshed o 3 March 7 www.researchmathsc.org DOI: http://dx.do.org/.7/apam.3a Aals of O Eccetrcty Sum Egealue ad Eccetrcty

More information

EQUIENERGETIC COMPLEMENT GRAPHS

EQUIENERGETIC COMPLEMENT GRAPHS 67 Kragujevac J. Sc. 7 005) 67-74. EQUIENERGETIC COMPLEMENT GRAPHS Harshchadra S. Ramae a, Iva Gutma b, Haumappa B. Walkar c ad Sabeea B. Halkar c a Departmet of Mathematcs, Gogte Isttute of Techology,

More information

Square Difference Labeling Of Some Path, Fan and Gear Graphs

Square Difference Labeling Of Some Path, Fan and Gear Graphs Iteratoal Joural of Scetfc & Egeerg Research Volume 4, Issue3, March-03 ISSN 9-558 Square Dfferece Labelg Of Some Path, Fa ad Gear Graphs J.Shama Assstat Professor Departmet of Mathematcs CMS College of

More information

V. Hemalatha, V. Mohana Selvi,

V. Hemalatha, V. Mohana Selvi, Iteratoal Joural of Scetfc & Egeerg Research, Volue 6, Issue, Noveber-0 ISSN - SUPER GEOMETRIC MEAN LABELING OF SOME CYCLE RELATED GRAPHS V Healatha, V Mohaa Selv, ABSTRACT-Let G be a graph wth p vertces

More information

Generalization of the Dissimilarity Measure of Fuzzy Sets

Generalization of the Dissimilarity Measure of Fuzzy Sets Iteratoal Mathematcal Forum 2 2007 o. 68 3395-3400 Geeralzato of the Dssmlarty Measure of Fuzzy Sets Faramarz Faghh Boformatcs Laboratory Naobotechology Research Ceter vesa Research Isttute CECR Tehra

More information

Connective Eccentricity Index of Some Thorny Graphs

Connective Eccentricity Index of Some Thorny Graphs Aals of ure ad Appled Matheatcs Vol. 7, No., 04, 59-64 IN: 79-087X (), 79-0888(ole) ublshed o 9 epteber 04 www.researchathsc.org Aals of oectve Eccetrcty Idex of oe Thory raphs Nlaja De, k. Md. Abu Nayee

More information

Carbonyl Groups. University of Chemical Technology, Beijing , PR China;

Carbonyl Groups. University of Chemical Technology, Beijing , PR China; Electroc Supplemetary Materal (ESI) for Physcal Chemstry Chemcal Physcs Ths joural s The Ower Socetes 0 Supportg Iformato A Theoretcal Study of Structure-Solublty Correlatos of Carbo Doxde Polymers Cotag

More information

The Primitive Idempotents in

The Primitive Idempotents in Iteratoal Joural of Algebra, Vol, 00, o 5, 3 - The Prmtve Idempotets FC - I Kulvr gh Departmet of Mathematcs, H College r Jwa Nagar (rsa)-5075, Ida kulvrsheora@yahoocom K Arora Departmet of Mathematcs,

More information

1 Edge Magic Labeling for Special Class of Graphs

1 Edge Magic Labeling for Special Class of Graphs S.Srram et. al. / Iteratoal Joural of Moder Sceces ad Egeerg Techology (IJMSET) ISSN 349-3755; Avalable at https://www.jmset.com Volume, Issue 0, 05, pp.60-67 Edge Magc Labelg for Specal Class of Graphs

More information

An Indian Journal FULL PAPER ABSTRACT KEYWORDS. Trade Science Inc. Research on scheme evaluation method of automation mechatronic systems

An Indian Journal FULL PAPER ABSTRACT KEYWORDS. Trade Science Inc. Research on scheme evaluation method of automation mechatronic systems [ype text] [ype text] [ype text] ISSN : 0974-7435 Volume 0 Issue 6 Boechology 204 Ida Joural FULL PPER BIJ, 0(6, 204 [927-9275] Research o scheme evaluato method of automato mechatroc systems BSRC Che

More information

AN UPPER BOUND FOR THE PERMANENT VERSUS DETERMINANT PROBLEM BRUNO GRENET

AN UPPER BOUND FOR THE PERMANENT VERSUS DETERMINANT PROBLEM BRUNO GRENET AN UPPER BOUND FOR THE PERMANENT VERSUS DETERMINANT PROBLEM BRUNO GRENET Abstract. The Permaet versus Determat problem s the followg: Gve a matrx X of determates over a feld of characterstc dfferet from

More information

A New Method for Decision Making Based on Soft Matrix Theory

A New Method for Decision Making Based on Soft Matrix Theory Joural of Scetfc esearch & eports 3(5): 0-7, 04; rtcle o. JS.04.5.00 SCIENCEDOMIN teratoal www.scecedoma.org New Method for Decso Mag Based o Soft Matrx Theory Zhmg Zhag * College of Mathematcs ad Computer

More information

STK4011 and STK9011 Autumn 2016

STK4011 and STK9011 Autumn 2016 STK4 ad STK9 Autum 6 Pot estmato Covers (most of the followg materal from chapter 7: Secto 7.: pages 3-3 Secto 7..: pages 3-33 Secto 7..: pages 35-3 Secto 7..3: pages 34-35 Secto 7.3.: pages 33-33 Secto

More information

Non-uniform Turán-type problems

Non-uniform Turán-type problems Joural of Combatoral Theory, Seres A 111 2005 106 110 wwwelsevercomlocatecta No-uform Turá-type problems DhruvMubay 1, Y Zhao 2 Departmet of Mathematcs, Statstcs, ad Computer Scece, Uversty of Illos at

More information

K-Even Edge-Graceful Labeling of Some Cycle Related Graphs

K-Even Edge-Graceful Labeling of Some Cycle Related Graphs Iteratoal Joural of Egeerg Scece Iveto ISSN (Ole): 9 7, ISSN (Prt): 9 7 www.jes.org Volume Issue 0ǁ October. 0 ǁ PP.0-7 K-Eve Edge-Graceful Labelg of Some Cycle Related Grahs Dr. B. Gayathr, S. Kousalya

More information

The Topological Indices of some Dendrimer Graphs

The Topological Indices of some Dendrimer Graphs Iraa J Math Chem 8 March 7 5 5 Iraa Joral of Mathematcal Chemstry Joral homepage: wwwjmckashaacr The Topologcal Ices of some Dermer Graphs M R DARASHEH a M NAMDARI b AND S SHOKROLAHI b a School of Mathematcs

More information

THE TRUNCATED RANDIĆ-TYPE INDICES

THE TRUNCATED RANDIĆ-TYPE INDICES Kragujeac J Sc 3 (00 47-5 UDC 547:54 THE TUNCATED ANDIĆ-TYPE INDICES odjtaba horba, a ohaad Al Hossezadeh, b Ia uta c a Departet of atheatcs, Faculty of Scece, Shahd ajae Teacher Trag Uersty, Tehra, 785-3,

More information

A Study on Generalized Generalized Quasi hyperbolic Kac Moody algebra QHGGH of rank 10

A Study on Generalized Generalized Quasi hyperbolic Kac Moody algebra QHGGH of rank 10 Global Joural of Mathematcal Sceces: Theory ad Practcal. ISSN 974-3 Volume 9, Number 3 (7), pp. 43-4 Iteratoal Research Publcato House http://www.rphouse.com A Study o Geeralzed Geeralzed Quas (9) hyperbolc

More information

Chapter 9 Jordan Block Matrices

Chapter 9 Jordan Block Matrices Chapter 9 Jorda Block atrces I ths chapter we wll solve the followg problem. Gve a lear operator T fd a bass R of F such that the matrx R (T) s as smple as possble. f course smple s a matter of taste.

More information

THE ECCENTRIC CONNECTIVITY INDEX OF ARMCHAIR POLYHEX NANOTUBES

THE ECCENTRIC CONNECTIVITY INDEX OF ARMCHAIR POLYHEX NANOTUBES Macedonian Journal of Chemistry and Chemical Engineering, Vol., No.,. () MJCCA ISSN Received: August, UDC:. :.]:. Acceted: January, Original scientific aer THE ECCENTRIC CONNECTIVITY INDEX OF ARMCHAIR

More information

Third handout: On the Gini Index

Third handout: On the Gini Index Thrd hadout: O the dex Corrado, a tala statstca, proposed (, 9, 96) to measure absolute equalt va the mea dfferece whch s defed as ( / ) where refers to the total umber of dvduals socet. Assume that. The

More information

Packing of graphs with small product of sizes

Packing of graphs with small product of sizes Joural of Combatoral Theory, Seres B 98 (008) 4 45 www.elsever.com/locate/jctb Note Packg of graphs wth small product of szes Alexadr V. Kostochka a,b,,gexyu c, a Departmet of Mathematcs, Uversty of Illos,

More information

NEW SPECTRAL INDICES FOR MOLECULE DESCRIPTION

NEW SPECTRAL INDICES FOR MOLECULE DESCRIPTION MATCH Commucatos Mathematcal ad Computer Chemstry MATCH Commu. Math. Comput. Chem. 60 (2008) 3-14 ISSN 0340-6253 NEW SPECTRAL INDICES FOR MOLECULE DESCRIPTION Vvaa Coso* ad Roberto Todesch Mlao Chemometrcs

More information

Internet Electronic Journal of Molecular Design

Internet Electronic Journal of Molecular Design COEN IEJMAT ISSN 538 644 Iteret Eectroc Joura of Moecuar esg ecember 007 Voume 6 Number Pages 375 384 Edtor: Ovdu Ivacuc Further Resuts o the Largest Egevaues of the stace Matrx ad Some stace Based Matrces

More information

Lebesgue Measure of Generalized Cantor Set

Lebesgue Measure of Generalized Cantor Set Aals of Pure ad Appled Mathematcs Vol., No.,, -8 ISSN: -8X P), -888ole) Publshed o 8 May www.researchmathsc.org Aals of Lebesgue Measure of Geeralzed ator Set Md. Jahurul Islam ad Md. Shahdul Islam Departmet

More information

Johns Hopkins University Department of Biostatistics Math Review for Introductory Courses

Johns Hopkins University Department of Biostatistics Math Review for Introductory Courses Johs Hopks Uverst Departmet of Bostatstcs Math Revew for Itroductor Courses Ratoale Bostatstcs courses wll rel o some fudametal mathematcal relatoshps, fuctos ad otato. The purpose of ths Math Revew s

More information

Estimation of Stress- Strength Reliability model using finite mixture of exponential distributions

Estimation of Stress- Strength Reliability model using finite mixture of exponential distributions Iteratoal Joural of Computatoal Egeerg Research Vol, 0 Issue, Estmato of Stress- Stregth Relablty model usg fte mxture of expoetal dstrbutos K.Sadhya, T.S.Umamaheswar Departmet of Mathematcs, Lal Bhadur

More information

Analysis of Lagrange Interpolation Formula

Analysis of Lagrange Interpolation Formula P IJISET - Iteratoal Joural of Iovatve Scece, Egeerg & Techology, Vol. Issue, December 4. www.jset.com ISS 348 7968 Aalyss of Lagrage Iterpolato Formula Vjay Dahya PDepartmet of MathematcsMaharaja Surajmal

More information

Entropy ISSN by MDPI

Entropy ISSN by MDPI Etropy 2003, 5, 233-238 Etropy ISSN 1099-4300 2003 by MDPI www.mdp.org/etropy O the Measure Etropy of Addtve Cellular Automata Hasa Aı Arts ad Sceces Faculty, Departmet of Mathematcs, Harra Uversty; 63100,

More information

Comparing Different Estimators of three Parameters for Transmuted Weibull Distribution

Comparing Different Estimators of three Parameters for Transmuted Weibull Distribution Global Joural of Pure ad Appled Mathematcs. ISSN 0973-768 Volume 3, Number 9 (207), pp. 55-528 Research Ida Publcatos http://www.rpublcato.com Comparg Dfferet Estmators of three Parameters for Trasmuted

More information

Solving Constrained Flow-Shop Scheduling. Problems with Three Machines

Solving Constrained Flow-Shop Scheduling. Problems with Three Machines It J Cotemp Math Sceces, Vol 5, 2010, o 19, 921-929 Solvg Costraed Flow-Shop Schedulg Problems wth Three Maches P Pada ad P Rajedra Departmet of Mathematcs, School of Advaced Sceces, VIT Uversty, Vellore-632

More information

Functions of Random Variables

Functions of Random Variables Fuctos of Radom Varables Chapter Fve Fuctos of Radom Varables 5. Itroducto A geeral egeerg aalyss model s show Fg. 5.. The model output (respose) cotas the performaces of a system or product, such as weght,

More information

A tighter lower bound on the circuit size of the hardest Boolean functions

A tighter lower bound on the circuit size of the hardest Boolean functions Electroc Colloquum o Computatoal Complexty, Report No. 86 2011) A tghter lower boud o the crcut sze of the hardest Boolea fuctos Masak Yamamoto Abstract I [IPL2005], Fradse ad Mlterse mproved bouds o the

More information

International Journal of Mathematical Archive-5(8), 2014, Available online through ISSN

International Journal of Mathematical Archive-5(8), 2014, Available online through   ISSN Iteratoal Joural of Mathematcal Archve-5(8) 204 25-29 Avalable ole through www.jma.fo ISSN 2229 5046 COMMON FIXED POINT OF GENERALIZED CONTRACTION MAPPING IN FUZZY METRIC SPACES Hamd Mottagh Golsha* ad

More information

Q-analogue of a Linear Transformation Preserving Log-concavity

Q-analogue of a Linear Transformation Preserving Log-concavity Iteratoal Joural of Algebra, Vol. 1, 2007, o. 2, 87-94 Q-aalogue of a Lear Trasformato Preservg Log-cocavty Daozhog Luo Departmet of Mathematcs, Huaqao Uversty Quazhou, Fua 362021, P. R. Cha ldzblue@163.com

More information

Point Estimation: definition of estimators

Point Estimation: definition of estimators Pot Estmato: defto of estmators Pot estmator: ay fucto W (X,..., X ) of a data sample. The exercse of pot estmato s to use partcular fuctos of the data order to estmate certa ukow populato parameters.

More information

MAX-MIN AND MIN-MAX VALUES OF VARIOUS MEASURES OF FUZZY DIVERGENCE

MAX-MIN AND MIN-MAX VALUES OF VARIOUS MEASURES OF FUZZY DIVERGENCE merca Jr of Mathematcs ad Sceces Vol, No,(Jauary 0) Copyrght Md Reader Publcatos wwwjouralshubcom MX-MIN ND MIN-MX VLUES OF VRIOUS MESURES OF FUZZY DIVERGENCE RKTul Departmet of Mathematcs SSM College

More information

Johns Hopkins University Department of Biostatistics Math Review for Introductory Courses

Johns Hopkins University Department of Biostatistics Math Review for Introductory Courses Johs Hopks Uverst Departmet of Bostatstcs Math Revew for Itroductor Courses Ratoale Bostatstcs courses wll rel o some fudametal mathematcal relatoshps, fuctos ad otato. The purpose of ths Math Revew s

More information

EVALUATION OF FUNCTIONAL INTEGRALS BY MEANS OF A SERIES AND THE METHOD OF BOREL TRANSFORM

EVALUATION OF FUNCTIONAL INTEGRALS BY MEANS OF A SERIES AND THE METHOD OF BOREL TRANSFORM EVALUATION OF FUNCTIONAL INTEGRALS BY MEANS OF A SERIES AND THE METHOD OF BOREL TRANSFORM Jose Javer Garca Moreta Ph. D research studet at the UPV/EHU (Uversty of Basque coutry) Departmet of Theoretcal

More information

Derivation of 3-Point Block Method Formula for Solving First Order Stiff Ordinary Differential Equations

Derivation of 3-Point Block Method Formula for Solving First Order Stiff Ordinary Differential Equations Dervato of -Pot Block Method Formula for Solvg Frst Order Stff Ordary Dfferetal Equatos Kharul Hamd Kharul Auar, Kharl Iskadar Othma, Zara Bb Ibrahm Abstract Dervato of pot block method formula wth costat

More information

D. VQ WITH 1ST-ORDER LOSSLESS CODING

D. VQ WITH 1ST-ORDER LOSSLESS CODING VARIABLE-RATE VQ (AKA VQ WITH ENTROPY CODING) Varable-Rate VQ = Quatzato + Lossless Varable-Legth Bary Codg A rage of optos -- from smple to complex A. Uform scalar quatzato wth varable-legth codg, oe

More information

Summary of the lecture in Biostatistics

Summary of the lecture in Biostatistics Summary of the lecture Bostatstcs Probablty Desty Fucto For a cotuos radom varable, a probablty desty fucto s a fucto such that: 0 dx a b) b a dx A probablty desty fucto provdes a smple descrpto of the

More information

ON THE LOGARITHMIC INTEGRAL

ON THE LOGARITHMIC INTEGRAL Hacettepe Joural of Mathematcs ad Statstcs Volume 39(3) (21), 393 41 ON THE LOGARITHMIC INTEGRAL Bra Fsher ad Bljaa Jolevska-Tueska Receved 29:9 :29 : Accepted 2 :3 :21 Abstract The logarthmc tegral l(x)

More information

Study of Correlation using Bayes Approach under bivariate Distributions

Study of Correlation using Bayes Approach under bivariate Distributions Iteratoal Joural of Scece Egeerg ad Techolog Research IJSETR Volume Issue Februar 4 Stud of Correlato usg Baes Approach uder bvarate Dstrbutos N.S.Padharkar* ad. M.N.Deshpade** *Govt.Vdarbha Isttute of

More information

Mean Cordial Labeling of Certain Graphs

Mean Cordial Labeling of Certain Graphs J Comp & Math Sc Vol4 (4), 74-8 (03) Mea Cordal Labelg o Certa Graphs ALBERT WILLIAM, INDRA RAJASINGH ad S ROY Departmet o Mathematcs, Loyola College, Chea, INDIA School o Advaced Sceces, VIT Uversty,

More information

We have already referred to a certain reaction, which takes place at high temperature after rich combustion.

We have already referred to a certain reaction, which takes place at high temperature after rich combustion. ME 41 Day 13 Topcs Chemcal Equlbrum - Theory Chemcal Equlbrum Example #1 Equlbrum Costats Chemcal Equlbrum Example #2 Chemcal Equlbrum of Hot Bured Gas 1. Chemcal Equlbrum We have already referred to a

More information

The Multiplicative Zagreb Indices of Products of Graphs

The Multiplicative Zagreb Indices of Products of Graphs Iteratioal Joural of Mathematics Research. ISSN 0976-5840 Volume 8, Number (06), pp. 6-69 Iteratioal Research Publicatio House http://www.irphouse.com The Multiplicative Zagreb Idices of Products of Graphs

More information

A Note on Ratio Estimators in two Stage Sampling

A Note on Ratio Estimators in two Stage Sampling Iteratoal Joural of Scetfc ad Research Publcatos, Volume, Issue, December 0 ISS 0- A ote o Rato Estmators two Stage Samplg Stashu Shekhar Mshra Lecturer Statstcs, Trdet Academy of Creatve Techology (TACT),

More information

Beam Warming Second-Order Upwind Method

Beam Warming Second-Order Upwind Method Beam Warmg Secod-Order Upwd Method Petr Valeta Jauary 6, 015 Ths documet s a part of the assessmet work for the subject 1DRP Dfferetal Equatos o Computer lectured o FNSPE CTU Prague. Abstract Ths documet

More information

The Schultz Polynomial of Zigzag Polyhex Nanotubes

The Schultz Polynomial of Zigzag Polyhex Nanotubes Asan Journal of Chemstry Vol, No (9, 9-9 The Schultz Polynomal of Zgzag Polyhe Nanotubes MEHDI ELIASI and BIJAN TAERI* Deartment of Mathematcal Scences, Isfahan Unversty of Technology, Isfahan 86-8, Iran

More information

MA/CSSE 473 Day 27. Dynamic programming

MA/CSSE 473 Day 27. Dynamic programming MA/CSSE 473 Day 7 Dyamc Programmg Bomal Coeffcets Warshall's algorthm (Optmal BSTs) Studet questos? Dyamc programmg Used for problems wth recursve solutos ad overlappg subproblems Typcally, we save (memoze)

More information

Cubic Nonpolynomial Spline Approach to the Solution of a Second Order Two-Point Boundary Value Problem

Cubic Nonpolynomial Spline Approach to the Solution of a Second Order Two-Point Boundary Value Problem Joural of Amerca Scece ;6( Cubc Nopolyomal Sple Approach to the Soluto of a Secod Order Two-Pot Boudary Value Problem W.K. Zahra, F.A. Abd El-Salam, A.A. El-Sabbagh ad Z.A. ZAk * Departmet of Egeerg athematcs

More information

INVESTIGATION OF THE INFLUENCE ON ADDITIONAL MOUNTED ON BARREL EDGE CONCENTRATED MASS OVER THE GROUPING OF GUNSHOT HITS IN SINGLE SHOOTING

INVESTIGATION OF THE INFLUENCE ON ADDITIONAL MOUNTED ON BARREL EDGE CONCENTRATED MASS OVER THE GROUPING OF GUNSHOT HITS IN SINGLE SHOOTING Iteratoal Coferece KNOWLEDGE-BASED ORGANIZATION Vol. XXI No 05 INVESTIGATION OF THE INFLUENCE ON ADDITIONAL MOUNTED ON BARREL EDGE CONCENTRATED MASS OVER THE GROUPING OF GUNSHOT HITS IN SINGLE SHOOTING

More information

PREDICTION OF VAPOR-LIQUID EQUILIBRIA OF BINARY MIXTURES USING QUANTUM CALCULATIONS AND ACTIVITY COEFFICIENT MODELS

PREDICTION OF VAPOR-LIQUID EQUILIBRIA OF BINARY MIXTURES USING QUANTUM CALCULATIONS AND ACTIVITY COEFFICIENT MODELS Joural of Chemstry, Vol. 47 (5), P. 547-55, 9 PREDICTIO OF VAPOR-LIQUID EQUILIBRIA OF BIARY MIXTURES USIG QUATUM CALCULATIOS AD ACTIVITY COEFFICIET MODELS Receved May 8 PHAM VA TAT Departmet of Chemstry,

More information

On quaternions with generalized Fibonacci and Lucas number components

On quaternions with generalized Fibonacci and Lucas number components Polatl Kesm Advaces Dfferece Equatos (205) 205:69 DOI 0.86/s3662-05-05-x R E S E A R C H Ope Access O quateros wth geeralzed Fboacc Lucas umber compoets Emrah Polatl * Seyhu Kesm * Correspodece: emrah.polatl@beu.edu.tr

More information

Fourth Zagreb index of Circumcoronene series of Benzenoid

Fourth Zagreb index of Circumcoronene series of Benzenoid Leonardo Electronc Journal of Practces and Technologes Issue 27 July-December 2015 Fourth Zagreb ndex of Crcumcoronene seres of Benzenod Mohammad Reza FARAHANI 1* and Rajesh M. R. KANNA 2 1 Department

More information

On Modified Interval Symmetric Single-Step Procedure ISS2-5D for the Simultaneous Inclusion of Polynomial Zeros

On Modified Interval Symmetric Single-Step Procedure ISS2-5D for the Simultaneous Inclusion of Polynomial Zeros It. Joural of Math. Aalyss, Vol. 7, 2013, o. 20, 983-988 HIKARI Ltd, www.m-hkar.com O Modfed Iterval Symmetrc Sgle-Step Procedure ISS2-5D for the Smultaeous Icluso of Polyomal Zeros 1 Nora Jamalud, 1 Masor

More information

MULTIDIMENSIONAL HETEROGENEOUS VARIABLE PREDICTION BASED ON EXPERTS STATEMENTS. Gennadiy Lbov, Maxim Gerasimov

MULTIDIMENSIONAL HETEROGENEOUS VARIABLE PREDICTION BASED ON EXPERTS STATEMENTS. Gennadiy Lbov, Maxim Gerasimov Iteratoal Boo Seres "Iformato Scece ad Computg" 97 MULTIIMNSIONAL HTROGNOUS VARIABL PRICTION BAS ON PRTS STATMNTS Geady Lbov Maxm Gerasmov Abstract: I the wors [ ] we proposed a approach of formg a cosesus

More information

Analyzing Fuzzy System Reliability Using Vague Set Theory

Analyzing Fuzzy System Reliability Using Vague Set Theory Iteratoal Joural of Appled Scece ad Egeerg 2003., : 82-88 Aalyzg Fuzzy System Relablty sg Vague Set Theory Shy-Mg Che Departmet of Computer Scece ad Iformato Egeerg, Natoal Tawa versty of Scece ad Techology,

More information

NP!= P. By Liu Ran. Table of Contents. The P versus NP problem is a major unsolved problem in computer

NP!= P. By Liu Ran. Table of Contents. The P versus NP problem is a major unsolved problem in computer NP!= P By Lu Ra Table of Cotets. Itroduce 2. Prelmary theorem 3. Proof 4. Expla 5. Cocluso. Itroduce The P versus NP problem s a major usolved problem computer scece. Iformally, t asks whether a computer

More information

L5 Polynomial / Spline Curves

L5 Polynomial / Spline Curves L5 Polyomal / Sple Curves Cotets Coc sectos Polyomal Curves Hermte Curves Bezer Curves B-Sples No-Uform Ratoal B-Sples (NURBS) Mapulato ad Represetato of Curves Types of Curve Equatos Implct: Descrbe a

More information

Research Article On the Number of Spanning Trees of Graphs

Research Article On the Number of Spanning Trees of Graphs e Scetfc World Joural, Artcle ID 294038, 5 pages http://dxdoorg/055/204/294038 Research Artcle O the Number of Spag Trees of Graphs F Burcu Bozkurt ad DurmuG Bozkurt Departmet of Mathematcs, Scece Faculty,

More information

Maximum Walk Entropy Implies Walk Regularity

Maximum Walk Entropy Implies Walk Regularity Maxmum Walk Etropy Imples Walk Regularty Eresto Estraa, a José. e la Peña Departmet of Mathematcs a Statstcs, Uversty of Strathclye, Glasgow G XH, U.K., CIMT, Guaajuato, Mexco BSTRCT: The oto of walk etropy

More information

On L- Fuzzy Sets. T. Rama Rao, Ch. Prabhakara Rao, Dawit Solomon And Derso Abeje.

On L- Fuzzy Sets. T. Rama Rao, Ch. Prabhakara Rao, Dawit Solomon And Derso Abeje. Iteratoal Joural of Fuzzy Mathematcs ad Systems. ISSN 2248-9940 Volume 3, Number 5 (2013), pp. 375-379 Research Ida Publcatos http://www.rpublcato.com O L- Fuzzy Sets T. Rama Rao, Ch. Prabhakara Rao, Dawt

More information

On the construction of symmetric nonnegative matrix with prescribed Ritz values

On the construction of symmetric nonnegative matrix with prescribed Ritz values Joural of Lear ad Topologcal Algebra Vol. 3, No., 14, 61-66 O the costructo of symmetrc oegatve matrx wth prescrbed Rtz values A. M. Nazar a, E. Afshar b a Departmet of Mathematcs, Arak Uversty, P.O. Box

More information

Assignment 5/MATH 247/Winter Due: Friday, February 19 in class (!) (answers will be posted right after class)

Assignment 5/MATH 247/Winter Due: Friday, February 19 in class (!) (answers will be posted right after class) Assgmet 5/MATH 7/Wter 00 Due: Frday, February 9 class (!) (aswers wll be posted rght after class) As usual, there are peces of text, before the questos [], [], themselves. Recall: For the quadratc form

More information

MEASURES OF DISPERSION

MEASURES OF DISPERSION MEASURES OF DISPERSION Measure of Cetral Tedecy: Measures of Cetral Tedecy ad Dsperso ) Mathematcal Average: a) Arthmetc mea (A.M.) b) Geometrc mea (G.M.) c) Harmoc mea (H.M.) ) Averages of Posto: a) Meda

More information

Bounds on the expected entropy and KL-divergence of sampled multinomial distributions. Brandon C. Roy

Bounds on the expected entropy and KL-divergence of sampled multinomial distributions. Brandon C. Roy Bouds o the expected etropy ad KL-dvergece of sampled multomal dstrbutos Brado C. Roy bcroy@meda.mt.edu Orgal: May 18, 2011 Revsed: Jue 6, 2011 Abstract Iformato theoretc quattes calculated from a sampled

More information

NP!= P. By Liu Ran. Table of Contents. The P vs. NP problem is a major unsolved problem in computer

NP!= P. By Liu Ran. Table of Contents. The P vs. NP problem is a major unsolved problem in computer NP!= P By Lu Ra Table of Cotets. Itroduce 2. Strategy 3. Prelmary theorem 4. Proof 5. Expla 6. Cocluso. Itroduce The P vs. NP problem s a major usolved problem computer scece. Iformally, t asks whether

More information

Multiple Choice Test. Chapter Adequacy of Models for Regression

Multiple Choice Test. Chapter Adequacy of Models for Regression Multple Choce Test Chapter 06.0 Adequac of Models for Regresso. For a lear regresso model to be cosdered adequate, the percetage of scaled resduals that eed to be the rage [-,] s greater tha or equal to

More information

Journal of Mathematical Analysis and Applications

Journal of Mathematical Analysis and Applications J. Math. Aal. Appl. 365 200) 358 362 Cotets lsts avalable at SceceDrect Joural of Mathematcal Aalyss ad Applcatos www.elsever.com/locate/maa Asymptotc behavor of termedate pots the dfferetal mea value

More information

Algorithms Theory, Solution for Assignment 2

Algorithms Theory, Solution for Assignment 2 Juor-Prof. Dr. Robert Elsässer, Marco Muñz, Phllp Hedegger WS 2009/200 Algorthms Theory, Soluto for Assgmet 2 http://lak.formatk.u-freburg.de/lak_teachg/ws09_0/algo090.php Exercse 2. - Fast Fourer Trasform

More information

FREQUENCY ANALYSIS OF A DOUBLE-WALLED NANOTUBES SYSTEM

FREQUENCY ANALYSIS OF A DOUBLE-WALLED NANOTUBES SYSTEM Joural of Appled Matematcs ad Computatoal Mecacs 04, 3(4), 7-34 FREQUENCY ANALYSIS OF A DOUBLE-WALLED NANOTUBES SYSTEM Ata Cekot, Stasław Kukla Isttute of Matematcs, Czestocowa Uversty of Tecology Częstocowa,

More information

Uniform asymptotical stability of almost periodic solution of a discrete multispecies Lotka-Volterra competition system

Uniform asymptotical stability of almost periodic solution of a discrete multispecies Lotka-Volterra competition system Iteratoal Joural of Egeerg ad Advaced Research Techology (IJEART) ISSN: 2454-9290, Volume-2, Issue-1, Jauary 2016 Uform asymptotcal stablty of almost perodc soluto of a dscrete multspeces Lotka-Volterra

More information

arxiv: v4 [math.nt] 14 Aug 2015

arxiv: v4 [math.nt] 14 Aug 2015 arxv:52.799v4 [math.nt] 4 Aug 25 O the propertes of terated bomal trasforms for the Padova ad Perr matrx sequeces Nazmye Ylmaz ad Necat Tasara Departmet of Mathematcs, Faculty of Scece, Selcu Uversty,

More information

The equation is sometimes presented in form Y = a + b x. This is reasonable, but it s not the notation we use.

The equation is sometimes presented in form Y = a + b x. This is reasonable, but it s not the notation we use. INTRODUCTORY NOTE ON LINEAR REGREION We have data of the form (x y ) (x y ) (x y ) These wll most ofte be preseted to us as two colum of a spreadsheet As the topc develops we wll see both upper case ad

More information

A New Measure of Probabilistic Entropy. and its Properties

A New Measure of Probabilistic Entropy. and its Properties Appled Mathematcal Sceces, Vol. 4, 200, o. 28, 387-394 A New Measure of Probablstc Etropy ad ts Propertes Rajeesh Kumar Departmet of Mathematcs Kurukshetra Uversty Kurukshetra, Ida rajeesh_kuk@redffmal.com

More information

Can we take the Mysticism Out of the Pearson Coefficient of Linear Correlation?

Can we take the Mysticism Out of the Pearson Coefficient of Linear Correlation? Ca we tae the Mstcsm Out of the Pearso Coeffcet of Lear Correlato? Itroducto As the ttle of ths tutoral dcates, our purpose s to egeder a clear uderstadg of the Pearso coeffcet of lear correlato studets

More information

Hypersurfaces with Constant Scalar Curvature in a Hyperbolic Space Form

Hypersurfaces with Constant Scalar Curvature in a Hyperbolic Space Form Hypersurfaces wth Costat Scalar Curvature a Hyperbolc Space Form Lu Xm ad Su Wehog Abstract Let M be a complete hypersurface wth costat ormalzed scalar curvature R a hyperbolc space form H +1. We prove

More information

2.28 The Wall Street Journal is probably referring to the average number of cubes used per glass measured for some population that they have chosen.

2.28 The Wall Street Journal is probably referring to the average number of cubes used per glass measured for some population that they have chosen. .5 x 54.5 a. x 7. 786 7 b. The raked observatos are: 7.4, 7.5, 7.7, 7.8, 7.9, 8.0, 8.. Sce the sample sze 7 s odd, the meda s the (+)/ 4 th raked observato, or meda 7.8 c. The cosumer would more lkely

More information

Part 4b Asymptotic Results for MRR2 using PRESS. Recall that the PRESS statistic is a special type of cross validation procedure (see Allen (1971))

Part 4b Asymptotic Results for MRR2 using PRESS. Recall that the PRESS statistic is a special type of cross validation procedure (see Allen (1971)) art 4b Asymptotc Results for MRR usg RESS Recall that the RESS statstc s a specal type of cross valdato procedure (see Alle (97)) partcular to the regresso problem ad volves fdg Y $,, the estmate at the

More information

4 Inner Product Spaces

4 Inner Product Spaces 11.MH1 LINEAR ALGEBRA Summary Notes 4 Ier Product Spaces Ier product s the abstracto to geeral vector spaces of the famlar dea of the scalar product of two vectors or 3. I what follows, keep these key

More information

Runtime analysis RLS on OneMax. Heuristic Optimization

Runtime analysis RLS on OneMax. Heuristic Optimization Lecture 6 Rutme aalyss RLS o OeMax trals of {,, },, l ( + ɛ) l ( ɛ)( ) l Algorthm Egeerg Group Hasso Platter Isttute, Uversty of Potsdam 9 May T, We wat to rgorously uderstad ths behavor 9 May / Rutme

More information

THE COMPLETE ENUMERATION OF FINITE GROUPS OF THE FORM R 2 i ={R i R j ) k -i=i

THE COMPLETE ENUMERATION OF FINITE GROUPS OF THE FORM R 2 i ={R i R j ) k -i=i ENUMERATON OF FNTE GROUPS OF THE FORM R ( 2 = (RfR^'u =1. 21 THE COMPLETE ENUMERATON OF FNTE GROUPS OF THE FORM R 2 ={R R j ) k -= H. S. M. COXETER*. ths paper, we vestgate the abstract group defed by

More information

STA302/1001-Fall 2008 Midterm Test October 21, 2008

STA302/1001-Fall 2008 Midterm Test October 21, 2008 STA3/-Fall 8 Mdterm Test October, 8 Last Name: Frst Name: Studet Number: Erolled (Crcle oe) STA3 STA INSTRUCTIONS Tme allowed: hour 45 mutes Ads allowed: A o-programmable calculator A table of values from

More information

The Lie Algebra of Smooth Sections of a T-bundle

The Lie Algebra of Smooth Sections of a T-bundle IST Iteratoal Joural of Egeerg Scece, Vol 7, No3-4, 6, Page 8-85 The Le Algera of Smooth Sectos of a T-udle Nadafhah ad H R Salm oghaddam Astract: I ths artcle, we geeralze the cocept of the Le algera

More information

The Mathematical Appendix

The Mathematical Appendix The Mathematcal Appedx Defto A: If ( Λ, Ω, where ( λ λ λ whch the probablty dstrbutos,,..., Defto A. uppose that ( Λ,,..., s a expermet type, the σ-algebra o λ λ λ are defed s deoted by ( (,,...,, σ Ω.

More information

Assignment 7/MATH 247/Winter, 2010 Due: Friday, March 19. Powers of a square matrix

Assignment 7/MATH 247/Winter, 2010 Due: Friday, March 19. Powers of a square matrix Assgmet 7/MATH 47/Wter, 00 Due: Frday, March 9 Powers o a square matrx Gve a square matrx A, ts powers A or large, or eve arbtrary, teger expoets ca be calculated by dagoalzg A -- that s possble (!) Namely,

More information

Research Article A New Iterative Method for Common Fixed Points of a Finite Family of Nonexpansive Mappings

Research Article A New Iterative Method for Common Fixed Points of a Finite Family of Nonexpansive Mappings Hdaw Publshg Corporato Iteratoal Joural of Mathematcs ad Mathematcal Sceces Volume 009, Artcle ID 391839, 9 pages do:10.1155/009/391839 Research Artcle A New Iteratve Method for Commo Fxed Pots of a Fte

More information

Ideal multigrades with trigonometric coefficients

Ideal multigrades with trigonometric coefficients Ideal multgrades wth trgoometrc coeffcets Zarathustra Brady December 13, 010 1 The problem A (, k) multgrade s defed as a par of dstct sets of tegers such that (a 1,..., a ; b 1,..., b ) a j = =1 for all

More information

X X X E[ ] E X E X. is the ()m n where the ( i,)th. j element is the mean of the ( i,)th., then

X X X E[ ] E X E X. is the ()m n where the ( i,)th. j element is the mean of the ( i,)th., then Secto 5 Vectors of Radom Varables Whe workg wth several radom varables,,..., to arrage them vector form x, t s ofte coveet We ca the make use of matrx algebra to help us orgaze ad mapulate large umbers

More information

8.1 Hashing Algorithms

8.1 Hashing Algorithms CS787: Advaced Algorthms Scrbe: Mayak Maheshwar, Chrs Hrchs Lecturer: Shuch Chawla Topc: Hashg ad NP-Completeess Date: September 21 2007 Prevously we looked at applcatos of radomzed algorthms, ad bega

More information