On an Algorithm for Isomorphism-Free Generations of Combinatorial Objects

Size: px
Start display at page:

Download "On an Algorithm for Isomorphism-Free Generations of Combinatorial Objects"

Transcription

1 O a Algorith for Isoorphis-Free Geeratios of Cobiatorial Objects Krasiir Yordzhev Faculty of Matheatics ad Natural Scieces South-West Uiversity, Blagoevgrad, Bulgaria yordzhev@swubg Abstract: I the wor are defied the cocepts seicaoical ad caoical biary atrix What is described is a algorith solvig the cobiatorial proble for fidig the sei-caoical atrices i the set Λ cosistig of all biary atrices havig exactly s i every row ad every colu without perabulatig all eleets I the described algorith bitwise operatios are substatially used I this way it becoes easier to fid the solutio to the proble for receivig oe represetative fro every equivalece class regardig the itroduced i the article equivalece relatio i the set Λ The last proble is equivalet to the proble for fidig all caoical atrices i Λ Keywords: biary atrix, equivalece relatio, bitwise operatios, C++ prograig laguage, isoorphis-free geeratios INTRODUCTION A big class of prograig probles has the followig geeral forulatio: Proble The set is give Copose a coputer progra receivig the set δ ( ) fro all eleets of possessig give properties It is desirable to do this without perabulatig all eleets of the set Variatio of the proble above ca be forulated i the followig way: Proble 2 2The set is give ad a equivalece relatio is defied i Copose a coputer progra receivig exactly oe represetative of every equivalece class regardig, ie costruct the factorset / Moreover without the ecessity to perabulate all eleets of It is very ofte ecessary to solve probles which solve siultaeously probles ad 2, ie to fid the itersectio δ ( ) / of two sets, the first of which solves proble, ad the secod proble 2 We presue that there is a procedure which with a give eleet of aswers i the affirative or i the egative whether this eleet belogs or respectively does ot belog to δ ( ) / The solutio to such a proble i real tie is coplicated if the set is too big, ie if its cardiality is a expoetial fuctio of oe or ore paraeters I this case the tie ecessary to perabulate all eleets of the set ad to chec for every eleet whether it possesses the ecessary properties is iefficietly large durig the growth of the paraeters Oe solutio to the probles described above, which sigificatly icreases the efficiecy of the coputer progra, is to fid a set, such that < δ ( ), ad the proble for ad / fidig is algorithically a easily solved proble The we will chec whether they possess the give properties ot for all eleets of, but oly for the eleets of The ideal case is whe = δ ( ) Ufortuately this is ot always a / easy proble fro a algorithic poit of view Oe criterio for efficiecy ay be the fractio, where the efficiecy is iversely proportioal to the value of this fractio I the curret wor we will use this approach The algoriths solvig the forulated proble are ow as algoriths for isoorphis-free geeratios of cobiatorial objects Differet approaches to creatig such algoriths are discussed i [2] The ai of the preset article is to use the bitwise operatios [6]-[8] i order to solve a proble fro this class The wor is a cotiuatio ad additio to [7] 2 SEMI-CANONICAL AND CANONICAL BINARY MATRICES Biary (or boolea, or (0,)-atrix) is called a atrix whose eleets belog to the set = 0, Let ad be positive itegers With we will deote the set of all biary atrices, while with = we will deote the set of all square biary atrices

2 Defiitio 3Let With r( A) we will A deote the ordered -tuple,,,, x x2 x where 0 x i 2, i =,2, ad x i is the iteger writte i biary otatio with the help of the i -th row of A Siilarly with ca ( ) we will deote the ordered - tuple y, y2,, y, where 0 y j 2, j =,2, ad y j is the iteger writte i biary otatio with the help of the j -th colu of A ad We cosider the sets: x x2 x x i =,,, 0 2, =,2, i r A A = ( ) y y2 y y j =,,, 0 2, =,2, = ( ) j ca A With ''<'' we will deote the lexicographic orders i ad i It is easy to see that i defiitio two appigs are described: ad r : :, c which are bijective ad therefore I [3] it is prove that the represetatio of the eleets of usig ordered -tuples of atural ubers leads to the creatio of faster ad eory-savig algoriths Defiitio 2 4Let A, r( A)= x, x,, x, ca y y2 y ( )=,,, We will call the atrix A sei-caoical, if ad x x x y y y 2 Propositio 5Let A=[ a ij ] be a seicaoical atrix The there exist itegers i, j, such that i, j ad a = a = = a = 0, a = a = = a =, () 2 j j+ j+ 2 a = a = = a = 0, a = a = = a = (2) ad i i+ i+ 2 Proof Let r A x x x ( )=, 2, ca y y y ( )=, 2, We assue that there exist itegers p ad q, such that p < q, a = ad a =0 But i this case y p p q > y, which cotradicts the coditio for seicaoicity of the atrix A We have prove () Siilarly we prove (2) as well Let be a positive iteger With q = we will deote the set of all perutatio atrices, ie the set of all biary atrices havig exactly oe i every row ad every colu The isoorphis, is true, where with we have deoted the syetric group, ie the group of all oe-to-oe appigs of the set [ ] =,2, i itself As it is well ow [4], [5], the ultiplicatio of a arbitrary real or coplex atrix A fro the left with a perutatio atrix (if the ultiplicatio is possible) leads to dislocatio of the rows of the atrix A The ultiplicatio of A fro the right with a perutatio atrix leads to the dislocatio of the colus of A AB atrices A ad B are equivalet ad we will write Defiitio 3 6Let, We will say that the if there exist perutatio atrices such that A B, (3) X ad Y, A = XBY (4) I other words A B if A is received fro B after dislocatio of soe of the rows ad the colus of B Obviously the itroduced relatio is a equivalece relatio

3 With we deote the set of all traspositios i, ie the set of all perutatio atrices, which ultiplyig fro the left a arbitrary atrix swaps the places of exactly two rows, while ultiplyig fro the right a arbitrary atrix swaps the places of exactly two colus Theore 7Let A be a arbitrary atrix fro The: a) If are such that X, X2,, Xs r( X X X A)< r( X X X A)< < r( X A)< r( A), the s 2 3 s s b) If are such that cxx ( XA) < ca ( ) Y, Y2,, Yt cyy ( YA)< cyy ( YA)< < c( X A)< r( A), the t 2 3 t t r( YY Y A) < r( A) t Proof a) Iductio by s Let s = ad let X be a traspositio which ultiplyig a arbitrary atrix A=[ a ij ] fro the left swaps the places of the rows of A with ubers u ad v ( u < v ), while the reaiig rows stay i their places I other words if the a a a a a a a a a a a a A = a a a a a a a a s 2 r 22 2r 2 u u2 ur u v v2 vr v r a a2 a r a a2 a22 a2r a 2 av av2 avr av XA =, au au 2 aur au a a2 ar a a, i, j where ij 0, Let The r( A)= x, x,, x,, x,, x u v r( XA)= x, x,, x,, x,, x v u Sice r( XA)< r( A ) the accordig to the properties x x Accordig to of the lexicographic order v < u defiitio the represetatio of x u ad x v i biary otatio with a evetual additio if ecessary with uessetial zeroes i the begiig is respectively as follows: x = a a a, u u u2 u x = a a a v v v2 v Sice xv < x u, the there exists a iteger r,2,,, such that auj = a vj whe j < r, a = ad a =0 ur ad Let vr ca y y y ( )=, 2,, c( XA)= z, z,, z The y j = z j whe j < r, while the represetatio of yr ad z r i biary otatio with a evetual additio if ecessary with uessetial zeroes i the begiig is respectively as follows: y = a a a a a a, r r 2r u r ur vr r z = a a a a a a r r 2r u r vr ur r Sice a ur =, a vr =0, the zr < follows that cxa ( )< ca ( ) y, whece it r

4 We assue that for every s -tuple of traspositios X, X2,, Xs ad for every atrix A fro r( X X X A)< r( X X A)< < r( X A)< r( A) s 2 s s it follows that cxx ( XA)< ca ( ) ad let X s + be such that r( X X X X A)< r( X X A)< < r( X A)< r( A) s s+ s+ s+ Accordig to the iductio assuptio We put cx ( A)< ca ( ) s s+ A X A = s + Accordig to the iductio assuptio fro r( X X X A)< r( X X A)< < r( X A)< r( A) s s s it follows that cxx ( XX A)= cxx ( XA)< ca ( )= s s+ s = cx ( A)< ca ( ), s+ with which we have prove a) b) is prove siilarly to a) Corollary 8Let A The r( A ) is a iial eleet about the lexicographic order i the set rb ( ) B A if ad oly if ca ( ) is a iial eleet about the lexicographic order i the set cb ( ) B A Corollary gives us grouds to forulate the followig defiitio: Defiitio 4 We will call the atrix A caoical atrix, if r( A ) is a iial eleet about the lexicographic order i the set rb ( ) B A, ad therefore ca ( ) is a iial eleet about the lexicographic order i the set cb ( ) B A Fro defiitio 4 follows that i every equivalece class about the relatio " " (defiitio 3) there exists oly oe caoical atrix If a atrix A B is a caoical atrix, the it is easy to see that A is a sei-caoical atrix, but as we will see i the ext exaple the opposite stateet is ot always true Exaple 9We cosider the atrices: A = ad B = 0 0 It is ot difficult to see that A B Furtherore r( A ) = 7,9,0,4, ca ( ) = 7,9,,2, rb ( ) = 3,5,3,4, cb ( ) = 3,7,9,9 Therefore A ad B are two equivalet to each other sei-caoical atrices Fro exaple follows that i a equivalece class it is possible to exist ore tha oe sei-caoical eleet Let be a arbitrary subset of, such that if A ad B A, the B The obviously there exists oly oe caoical atrix i every equivalece class i the factor-set / Therefore the uber of the caoical atrices will give us the cardiality of the factor-set / 3 FORMULATION OF THE PROBLEM Defiitio 5 0The square biary atrices i every row ad every colu o which there exist exactly s we will call Λ -atrices, where with Λ we will also deote the set of these atrices Let ad be positive itegers We cosider the sets: - the set of all square biary atrices; Λ - the set of all square biary atrices havig exactly s i every row ad every colu; = A r( A)= x, x2,, x, x x2 x ; = A ca ( )= y, y2,, y, y y2 y = i ; Λ - the set of all sei-caoical atrices Λ Let us cosider the followig proble: Proble 3 Describe ad ipleet a algorith receivig the set

5 By solvig proble 3 we will facilitate to a iiu µ (, )= Λ, the solutio to the proble for fidig / ie the uber of the equivalece classes accordig to defiitio 3 relatio The proble for fidig the uber µ (, ) of the equivalece classes for every ad is a ope scietific proble We will solve proble 3 by substatially usig the properties of the bitwise operatios with the ai of icreasig the efficiecy of the algorith created by us 4 Descriptio ad ipleetatio of the algorith by usig bitwise operatios I the descriptio of algoriths we will use the C++ prograig laguage As it is well ow, there are exactly 2 oegative itegers, which are preseted with o ore tha digits i biary otatio We eed to select all of the, which have exactly 's i biary otatio Their uber is << 2 We will describe a algorith that directly receives the ecessary eleets without checig whether ay iteger [0, 2 ] satisfies the coditios We will reeber the result i the array p[] of size c = Moreover, the obtaied array will be sorted i ascedig order ad there are o duplicate eleets The algorith is based o the fact that the set of all ordered -tuples = b, b,, b b = 0,, i =,2,,, =,2,,, is partitioed ito two disjoit subsets where ad = M M, M M = i, M = b, b,, b b = 0 M = b, b,, b b = 2 The described below recursive algorith will use the bitwise operatios void DataNub(it p[], usiged it, it, it& c) if (<=0) c = ; p[0] = 0; else if (==) c = ; p[0] = (<<)-; // p[0]= 2 else it p[0000], p2[0000]; it c, c2; DataNub(p, -,, c); DataNub(p2, -, -, c2); c = c+c2; for (it i=0; i<c; i++) p[i] = p[i]; for (it i=0; i<c2; i++) p[c+i] = p2[i] <<(-); We will also use bitwise operatios i costructig the ext two fuctios The fuctio it _tuple(it[], it, it, it) gets all + t = (cobiatios with repetitios) ordered -tuples x, x,, x, where 0 x x x < 2 c, ad for each i =,2,,, x i are eleets of sorted array p[] of size c As a result, the fuctio returs the uber of sei-caoical eleets I her wor, she will refer to fuctio bool chec(it[], it) This fuctio refers to the use of each received -tuple It exaies whether this is a sei-caoical eleet ad prits it if the aswer is yes bool chec(it x[], it, it ) it yj; // the iteger represetig colu (-j) it y0=0; // the iteger precedig colu j it b; for (it j=-; j>=0; j--) yj=0; for (it i=0; i<; i++) b = <<j & x[i]? : 0; yj = b << (--i); if (yj<y0 (NubOf_(yj)!= )) retur false; y0 = yj; // We have received a caoical eleet Prit it: for (it i=0; i<; i++) cout<<x[i]<<" "; cout<<'\'; retur true; it _tuple(it p[], it, it, it c) it t=0; it a[], x[];

6 it idx = -; for (it i=0; i<; i++) a[i]=0; while (idx >= 0) for (it i=idx+; i<; i++) a[i] = a[idx]; for (it i=0; i<; i++) x[i] = p[a[i]]; if(chec(x,,)) t++; idx = -; a[idx]++; while (idx>=0 && a[idx]==c) idx--; a[idx]++; retur t; Here we will oit the descriptio of the fuctio ai() 5 Coclusio soe results fro the wor of the algorith Let ad be atural ubers Let us deote with (, ) ν the uber of all sei-caoical atrices i Λ, ie ν (, )= = Λ Here for = 2,3,4 ad 5 we will idicate the ν for soe ot (, ) begiig of the sequeces = big values of the paraeter With the help of the coputer progra described i sectio 4, the followig results have bee obtaied: ν (, 2) =,, 2,5,3, 42,55, 636, 2889,432, 76834, 44357, =2 ν (,3) =,,3, 25, 272, 4070,7922,90650, =3 (5) (6) Refereces [] The O-Lie Ecyclopedia of Iteger Sequeces (OEIS) [2] I Bouyuliev, About Algoriths for Isoorphis- Free Geeratios of Cobiatorial Objects, Matheatics ad educatio i atheatics, (38), pp 5-60, 2009 [3] [3] H Kostadiova, K Yordzhev A Represetatio of Biary Matrices, Matheatics ad educatio i atheatics, (39), pp , 200 [4] [4] V N Sachov, V E Taraaov, Cobiatorics of Noegative Matrices of Noegative Matrices, Aer Math Soc, 975 [5] [5] V E Taraaov, Cobiatorial probles ad (0,)-atrices Moscow, Naua, 985 (i Russia) [6] [6] K Yordzhev, A exaple for the use of bitwise operatios i prograig, Matheatics ad educatio i atheatics, (38), pp , 2009 [7] [7] K Yordzhev, Bitwise Operatios Related to a Cobiatorial Proble o Biary Matrices, I J Moder Educatio ad Coputer Sciece, (4), pp 9-24, 203 [8] [8] K Yordzhev, The Bitwise Operatios Related to a Fast Sortig Algorith Iteratioal Joural of Advaced Coputer Sciece ad Applicatios (IJACSA), Vol 4, No 9, 203, pp [9] [9] K Yordzhev, Fiboacci sequece related to a cobiatorial proble o biary atrices, preprit, arxiv: , 203 AUTHOR Associate professor Dr Krasiir Yordzhev is a lecturer i coputer sciece, prograig ad discrete atheatics at the Departet of Coputer Sciece, Faculty of Matheatics ad Natural Scieces, South- West Uiversity, Blagoevgrad, Bulgaria Dr Yordzhev received his PhD degree i the Faculty of Cyberetics, Kiev State Uiversity, Uraie He is the author of ore tha 70 scietific publicatios i the field of discrete atheatics, cobiatorics, cobiatorial algoriths ad prograig ν (, 4) =,,5,6, 7776, , =4 ν (,5) =,,8,2, 2873, =5 (7) (8) The iteger sequeces (5), (6), (7) ad (8) are idicated i the Ecyclopedia of Iteger Sequeces [], respectively uder the ubers A2296, A22962, A22963 ad A22964 All of the are preseted by N J A Sloae, who cites the wor [9] The sequece (5) is coeted by Breda McKay ad is suppleeted by R H Hardi with the eleets ν (2,2) = ad ν (3, 2) = I the sequece (6) the eleet ν (0,3) = is added by R H Hardi

Chapter 2. Asymptotic Notation

Chapter 2. Asymptotic Notation Asyptotic Notatio 3 Chapter Asyptotic Notatio Goal : To siplify the aalysis of ruig tie by gettig rid of details which ay be affected by specific ipleetatio ad hardware. [1] The Big Oh (O-Notatio) : It

More information

distinct distinct n k n k n! n n k k n 1 if k n, identical identical p j (k) p 0 if k > n n (k)

distinct distinct n k n k n! n n k k n 1 if k n, identical identical p j (k) p 0 if k > n n (k) THE TWELVEFOLD WAY FOLLOWING GIAN-CARLO ROTA How ay ways ca we distribute objects to recipiets? Equivaletly, we wat to euerate equivalece classes of fuctios f : X Y where X = ad Y = The fuctios are subject

More information

Double Derangement Permutations

Double Derangement Permutations Ope Joural of iscrete Matheatics, 206, 6, 99-04 Published Olie April 206 i SciRes http://wwwscirporg/joural/ojd http://dxdoiorg/04236/ojd2066200 ouble erageet Perutatios Pooya aeshad, Kayar Mirzavaziri

More information

Math 4707 Spring 2018 (Darij Grinberg): midterm 2 page 1. Math 4707 Spring 2018 (Darij Grinberg): midterm 2 with solutions [preliminary version]

Math 4707 Spring 2018 (Darij Grinberg): midterm 2 page 1. Math 4707 Spring 2018 (Darij Grinberg): midterm 2 with solutions [preliminary version] Math 4707 Sprig 08 Darij Griberg: idter page Math 4707 Sprig 08 Darij Griberg: idter with solutios [preliiary versio] Cotets 0.. Coutig first-eve tuples......................... 3 0.. Coutig legal paths

More information

Discrete Mathematics: Lectures 8 and 9 Principle of Inclusion and Exclusion Instructor: Arijit Bishnu Date: August 11 and 13, 2009

Discrete Mathematics: Lectures 8 and 9 Principle of Inclusion and Exclusion Instructor: Arijit Bishnu Date: August 11 and 13, 2009 Discrete Matheatics: Lectures 8 ad 9 Priciple of Iclusio ad Exclusio Istructor: Arijit Bishu Date: August ad 3, 009 As you ca observe by ow, we ca cout i various ways. Oe such ethod is the age-old priciple

More information

Some remarks on the paper Some elementary inequalities of G. Bennett

Some remarks on the paper Some elementary inequalities of G. Bennett Soe rears o the paper Soe eleetary iequalities of G. Beett Dag Ah Tua ad Luu Quag Bay Vieta Natioal Uiversity - Haoi Uiversity of Sciece Abstract We give soe couterexaples ad soe rears of soe of the corollaries

More information

Binomial transform of products

Binomial transform of products Jauary 02 207 Bioial trasfor of products Khristo N Boyadzhiev Departet of Matheatics ad Statistics Ohio Norther Uiversity Ada OH 4580 USA -boyadzhiev@ouedu Abstract Give the bioial trasfors { b } ad {

More information

On the Fibonacci-like Sequences of Higher Order

On the Fibonacci-like Sequences of Higher Order Article Iteratioal Joural of oder atheatical Scieces, 05, 3(): 5-59 Iteratioal Joural of oder atheatical Scieces Joural hoepage: wwwoderscietificpressco/jourals/ijsaspx O the Fiboacci-like Sequeces of

More information

Name Period ALGEBRA II Chapter 1B and 2A Notes Solving Inequalities and Absolute Value / Numbers and Functions

Name Period ALGEBRA II Chapter 1B and 2A Notes Solving Inequalities and Absolute Value / Numbers and Functions Nae Period ALGEBRA II Chapter B ad A Notes Solvig Iequalities ad Absolute Value / Nubers ad Fuctios SECTION.6 Itroductio to Solvig Equatios Objectives: Write ad solve a liear equatio i oe variable. Solve

More information

The Hypergeometric Coupon Collection Problem and its Dual

The Hypergeometric Coupon Collection Problem and its Dual Joural of Idustrial ad Systes Egieerig Vol., o., pp -7 Sprig 7 The Hypergeoetric Coupo Collectio Proble ad its Dual Sheldo M. Ross Epstei Departet of Idustrial ad Systes Egieerig, Uiversity of Souther

More information

42 Dependence and Bases

42 Dependence and Bases 42 Depedece ad Bases The spa s(a) of a subset A i vector space V is a subspace of V. This spa ay be the whole vector space V (we say the A spas V). I this paragraph we study subsets A of V which spa V

More information

International Journal of Multidisciplinary Research and Modern Education (IJMRME) ISSN (Online): (www.rdmodernresearch.

International Journal of Multidisciplinary Research and Modern Education (IJMRME) ISSN (Online): (www.rdmodernresearch. (wwwrdoderresearchco) Volue II, Issue II, 2016 PRODUC OPERAION ON FUZZY RANSIION MARICES V Chiadurai*, S Barkavi**, S Vayabalaji*** & J Parthiba**** * Departet of Matheatics, Aaalai Uiversity, Aaalai Nagar,

More information

6.4 Binomial Coefficients

6.4 Binomial Coefficients 64 Bioial Coefficiets Pascal s Forula Pascal s forula, aed after the seveteeth-cetury Frech atheaticia ad philosopher Blaise Pascal, is oe of the ost faous ad useful i cobiatorics (which is the foral ter

More information

Sequences, Mathematical Induction, and Recursion. CSE 2353 Discrete Computational Structures Spring 2018

Sequences, Mathematical Induction, and Recursion. CSE 2353 Discrete Computational Structures Spring 2018 CSE 353 Discrete Computatioal Structures Sprig 08 Sequeces, Mathematical Iductio, ad Recursio (Chapter 5, Epp) Note: some course slides adopted from publisher-provided material Overview May mathematical

More information

Recurrence Relations

Recurrence Relations Recurrece Relatios Aalysis of recursive algorithms, such as: it factorial (it ) { if (==0) retur ; else retur ( * factorial(-)); } Let t be the umber of multiplicatios eeded to calculate factorial(). The

More information

Ma/CS 6a Class 22: Power Series

Ma/CS 6a Class 22: Power Series Ma/CS 6a Class 22: Power Series By Ada Sheffer Power Series Mooial: ax i. Polyoial: a 0 + a 1 x + a 2 x 2 + + a x. Power series: A x = a 0 + a 1 x + a 2 x 2 + Also called foral power series, because we

More information

COMP 2804 Solutions Assignment 1

COMP 2804 Solutions Assignment 1 COMP 2804 Solutios Assiget 1 Questio 1: O the first page of your assiget, write your ae ad studet uber Solutio: Nae: Jaes Bod Studet uber: 007 Questio 2: I Tic-Tac-Toe, we are give a 3 3 grid, cosistig

More information

CSE 1400 Applied Discrete Mathematics Number Theory and Proofs

CSE 1400 Applied Discrete Mathematics Number Theory and Proofs CSE 1400 Applied Discrete Mathematics Number Theory ad Proofs Departmet of Computer Scieces College of Egieerig Florida Tech Sprig 01 Problems for Number Theory Backgroud Number theory is the brach of

More information

Observations on Derived K-Fibonacci and Derived K- Lucas Sequences

Observations on Derived K-Fibonacci and Derived K- Lucas Sequences ISSN(Olie): 9-875 ISSN (Prit): 7-670 Iteratioal Joural of Iovative Research i Sciece Egieerig ad Techology (A ISO 97: 007 Certified Orgaizatio) Vol. 5 Issue 8 August 06 Observatios o Derived K-iboacci

More information

Refinements of Jensen s Inequality for Convex Functions on the Co-Ordinates in a Rectangle from the Plane

Refinements of Jensen s Inequality for Convex Functions on the Co-Ordinates in a Rectangle from the Plane Filoat 30:3 (206, 803 84 DOI 0.2298/FIL603803A Published by Faculty of Scieces ad Matheatics, Uiversity of Niš, Serbia Available at: http://www.pf.i.ac.rs/filoat Refieets of Jese s Iequality for Covex

More information

AVERAGE MARKS SCALING

AVERAGE MARKS SCALING TERTIARY INSTITUTIONS SERVICE CENTRE Level 1, 100 Royal Street East Perth, Wester Australia 6004 Telephoe (08) 9318 8000 Facsiile (08) 95 7050 http://wwwtisceduau/ 1 Itroductio AVERAGE MARKS SCALING I

More information

Lecture Notes for CS 313H, Fall 2011

Lecture Notes for CS 313H, Fall 2011 Lecture Notes for CS 313H, Fall 011 August 5. We start by examiig triagular umbers: T () = 1 + + + ( = 0, 1,,...). Triagular umbers ca be also defied recursively: T (0) = 0, T ( + 1) = T () + + 1, or usig

More information

Problem. Consider the sequence a j for j N defined by the recurrence a j+1 = 2a j + j for j > 0

Problem. Consider the sequence a j for j N defined by the recurrence a j+1 = 2a j + j for j > 0 GENERATING FUNCTIONS Give a ifiite sequece a 0,a,a,, its ordiary geeratig fuctio is A : a Geeratig fuctios are ofte useful for fidig a closed forula for the eleets of a sequece, fidig a recurrece forula,

More information

Teacher s Marking. Guide/Answers

Teacher s Marking. Guide/Answers WOLLONGONG COLLEGE AUSRALIA eacher s Markig A College of the Uiversity of Wollogog Guide/Aswers Diploa i Iforatio echology Fial Exaiatio Autu 008 WUC Discrete Matheatics his exa represets 60% of the total

More information

GROUPOID CARDINALITY AND EGYPTIAN FRACTIONS

GROUPOID CARDINALITY AND EGYPTIAN FRACTIONS GROUPOID CARDINALITY AND EGYPTIAN FRACTIONS JULIA E. BERGNER AND CHRISTOPHER D. WALKER Abstract. I this paper we show that two very ew questios about the cardiality of groupoids reduce to very old questios

More information

The Boolean Ring of Intervals

The Boolean Ring of Intervals MATH 532 Lebesgue Measure Dr. Neal, WKU We ow shall apply the results obtaied about outer measure to the legth measure o the real lie. Throughout, our space X will be the set of real umbers R. Whe ecessary,

More information

It is always the case that unions, intersections, complements, and set differences are preserved by the inverse image of a function.

It is always the case that unions, intersections, complements, and set differences are preserved by the inverse image of a function. MATH 532 Measurable Fuctios Dr. Neal, WKU Throughout, let ( X, F, µ) be a measure space ad let (!, F, P ) deote the special case of a probability space. We shall ow begi to study real-valued fuctios defied

More information

#A18 INTEGERS 11 (2011) THE (EXPONENTIAL) BIPARTITIONAL POLYNOMIALS AND POLYNOMIAL SEQUENCES OF TRINOMIAL TYPE: PART I

#A18 INTEGERS 11 (2011) THE (EXPONENTIAL) BIPARTITIONAL POLYNOMIALS AND POLYNOMIAL SEQUENCES OF TRINOMIAL TYPE: PART I #A18 INTEGERS 11 (2011) THE (EXPONENTIAL) BIPARTITIONAL POLYNOMIALS AND POLYNOMIAL SEQUENCES OF TRINOMIAL TYPE: PART I Miloud Mihoubi 1 Uiversité des Scieces et de la Techologie Houari Bouediee Faculty

More information

MAT1026 Calculus II Basic Convergence Tests for Series

MAT1026 Calculus II Basic Convergence Tests for Series MAT026 Calculus II Basic Covergece Tests for Series Egi MERMUT 202.03.08 Dokuz Eylül Uiversity Faculty of Sciece Departmet of Mathematics İzmir/TURKEY Cotets Mootoe Covergece Theorem 2 2 Series of Real

More information

In number theory we will generally be working with integers, though occasionally fractions and irrationals will come into play.

In number theory we will generally be working with integers, though occasionally fractions and irrationals will come into play. Number Theory Math 5840 otes. Sectio 1: Axioms. I umber theory we will geerally be workig with itegers, though occasioally fractios ad irratioals will come ito play. Notatio: Z deotes the set of all itegers

More information

Chapter 0. Review of set theory. 0.1 Sets

Chapter 0. Review of set theory. 0.1 Sets Chapter 0 Review of set theory Set theory plays a cetral role i the theory of probability. Thus, we will ope this course with a quick review of those otios of set theory which will be used repeatedly.

More information

Math 155 (Lecture 3)

Math 155 (Lecture 3) Math 55 (Lecture 3) September 8, I this lecture, we ll cosider the aswer to oe of the most basic coutig problems i combiatorics Questio How may ways are there to choose a -elemet subset of the set {,,,

More information

Infinite Sequences and Series

Infinite Sequences and Series Chapter 6 Ifiite Sequeces ad Series 6.1 Ifiite Sequeces 6.1.1 Elemetary Cocepts Simply speakig, a sequece is a ordered list of umbers writte: {a 1, a 2, a 3,...a, a +1,...} where the elemets a i represet

More information

Bertrand s postulate Chapter 2

Bertrand s postulate Chapter 2 Bertrad s postulate Chapter We have see that the sequece of prie ubers, 3, 5, 7,... is ifiite. To see that the size of its gaps is ot bouded, let N := 3 5 p deote the product of all prie ubers that are

More information

3 Gauss map and continued fractions

3 Gauss map and continued fractions ICTP, Trieste, July 08 Gauss map ad cotiued fractios I this lecture we will itroduce the Gauss map, which is very importat for its coectio with cotiued fractios i umber theory. The Gauss map G : [0, ]

More information

Probabilistic Analysis of Rectilinear Steiner Trees

Probabilistic Analysis of Rectilinear Steiner Trees Probabilistic Aalysis of Rectiliear Steier Trees Chuhog Che Departet of Electrical ad Coputer Egieerig Uiversity of Widsor, Otario, Caada, N9B 3P4 E-ail: cche@uwidsor.ca Abstract Steier tree is a fudaetal

More information

6.3 Testing Series With Positive Terms

6.3 Testing Series With Positive Terms 6.3. TESTING SERIES WITH POSITIVE TERMS 307 6.3 Testig Series With Positive Terms 6.3. Review of what is kow up to ow I theory, testig a series a i for covergece amouts to fidig the i= sequece of partial

More information

1. By using truth tables prove that, for all statements P and Q, the statement

1. By using truth tables prove that, for all statements P and Q, the statement Author: Satiago Salazar Problems I: Mathematical Statemets ad Proofs. By usig truth tables prove that, for all statemets P ad Q, the statemet P Q ad its cotrapositive ot Q (ot P) are equivalet. I example.2.3

More information

Supplementary Material

Supplementary Material Suppleetary Material Wezhuo Ya a0096049@us.edu.s Departet of Mechaical Eieeri, Natioal Uiversity of Siapore, Siapore 117576 Hua Xu pexuh@us.edu.s Departet of Mechaical Eieeri, Natioal Uiversity of Siapore,

More information

CALCULATION OF FIBONACCI VECTORS

CALCULATION OF FIBONACCI VECTORS CALCULATION OF FIBONACCI VECTORS Stuart D. Aderso Departmet of Physics, Ithaca College 953 Daby Road, Ithaca NY 14850, USA email: saderso@ithaca.edu ad Dai Novak Departmet of Mathematics, Ithaca College

More information

An Introduction to Randomized Algorithms

An Introduction to Randomized Algorithms A Itroductio to Radomized Algorithms The focus of this lecture is to study a radomized algorithm for quick sort, aalyze it usig probabilistic recurrece relatios, ad also provide more geeral tools for aalysis

More information

If a subset E of R contains no open interval, is it of zero measure? For instance, is the set of irrationals in [0, 1] is of measure zero?

If a subset E of R contains no open interval, is it of zero measure? For instance, is the set of irrationals in [0, 1] is of measure zero? 2 Lebesgue Measure I Chapter 1 we defied the cocept of a set of measure zero, ad we have observed that every coutable set is of measure zero. Here are some atural questios: If a subset E of R cotais a

More information

Recursive Algorithm for Generating Partitions of an Integer. 1 Preliminary

Recursive Algorithm for Generating Partitions of an Integer. 1 Preliminary Recursive Algorithm for Geeratig Partitios of a Iteger Sug-Hyuk Cha Computer Sciece Departmet, Pace Uiversity 1 Pace Plaza, New York, NY 10038 USA scha@pace.edu Abstract. This article first reviews the

More information

You may work in pairs or purely individually for this assignment.

You may work in pairs or purely individually for this assignment. CS 04 Problem Solvig i Computer Sciece OOC Assigmet 6: Recurreces You may work i pairs or purely idividually for this assigmet. Prepare your aswers to the followig questios i a plai ASCII text file or

More information

Axioms of Measure Theory

Axioms of Measure Theory MATH 532 Axioms of Measure Theory Dr. Neal, WKU I. The Space Throughout the course, we shall let X deote a geeric o-empty set. I geeral, we shall ot assume that ay algebraic structure exists o X so that

More information

Seed and Sieve of Odd Composite Numbers with Applications in Factorization of Integers

Seed and Sieve of Odd Composite Numbers with Applications in Factorization of Integers IOSR Joural of Mathematics (IOSR-JM) e-issn: 78-578, p-issn: 319-75X. Volume 1, Issue 5 Ver. VIII (Sep. - Oct.01), PP 01-07 www.iosrjourals.org Seed ad Sieve of Odd Composite Numbers with Applicatios i

More information

Commutativity in Permutation Groups

Commutativity in Permutation Groups Commutativity i Permutatio Groups Richard Wito, PhD Abstract I the group Sym(S) of permutatios o a oempty set S, fixed poits ad trasiet poits are defied Prelimiary results o fixed ad trasiet poits are

More information

THIS paper analyzes the behavior of those complex

THIS paper analyzes the behavior of those complex IAENG Iteratioal Joural of Computer Sciece 39:4 IJCS_39_4_6 Itrisic Order Lexicographic Order Vector Order ad Hammig Weight Luis Gozález Abstract To compare biary -tuple probabilities with o eed to compute

More information

The picture in figure 1.1 helps us to see that the area represents the distance traveled. Figure 1: Area represents distance travelled

The picture in figure 1.1 helps us to see that the area represents the distance traveled. Figure 1: Area represents distance travelled 1 Lecture : Area Area ad distace traveled Approximatig area by rectagles Summatio The area uder a parabola 1.1 Area ad distace Suppose we have the followig iformatio about the velocity of a particle, how

More information

Fuzzy n-normed Space and Fuzzy n-inner Product Space

Fuzzy n-normed Space and Fuzzy n-inner Product Space Global Joural o Pure ad Applied Matheatics. ISSN 0973-768 Volue 3, Nuber 9 (07), pp. 4795-48 Research Idia Publicatios http://www.ripublicatio.co Fuzzy -Nored Space ad Fuzzy -Ier Product Space Mashadi

More information

Lecture 10: Bounded Linear Operators and Orthogonality in Hilbert Spaces

Lecture 10: Bounded Linear Operators and Orthogonality in Hilbert Spaces Lecture : Bouded Liear Operators ad Orthogoality i Hilbert Spaces 34 Bouded Liear Operator Let ( X, ), ( Y, ) i i be ored liear vector spaces ad { } X Y The, T is said to be bouded if a real uber c such

More information

CSI 2101 Discrete Structures Winter Homework Assignment #4 (100 points, weight 5%) Due: Thursday, April 5, at 1:00pm (in lecture)

CSI 2101 Discrete Structures Winter Homework Assignment #4 (100 points, weight 5%) Due: Thursday, April 5, at 1:00pm (in lecture) CSI 101 Discrete Structures Witer 01 Prof. Lucia Moura Uiversity of Ottawa Homework Assigmet #4 (100 poits, weight %) Due: Thursday, April, at 1:00pm (i lecture) Program verificatio, Recurrece Relatios

More information

62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 +

62. Power series Definition 16. (Power series) Given a sequence {c n }, the series. c n x n = c 0 + c 1 x + c 2 x 2 + c 3 x 3 + 62. Power series Defiitio 16. (Power series) Give a sequece {c }, the series c x = c 0 + c 1 x + c 2 x 2 + c 3 x 3 + is called a power series i the variable x. The umbers c are called the coefficiets of

More information

THE ASYMPTOTIC COMPLEXITY OF MATRIX REDUCTION OVER FINITE FIELDS

THE ASYMPTOTIC COMPLEXITY OF MATRIX REDUCTION OVER FINITE FIELDS THE ASYMPTOTIC COMPLEXITY OF MATRIX REDUCTION OVER FINITE FIELDS DEMETRES CHRISTOFIDES Abstract. Cosider a ivertible matrix over some field. The Gauss-Jorda elimiatio reduces this matrix to the idetity

More information

The Differential Transform Method for Solving Volterra s Population Model

The Differential Transform Method for Solving Volterra s Population Model AASCIT Couicatios Volue, Issue 6 Septeber, 15 olie ISSN: 375-383 The Differetial Trasfor Method for Solvig Volterra s Populatio Model Khatereh Tabatabaei Departet of Matheatics, Faculty of Sciece, Kafas

More information

18.S34 (FALL, 2007) GREATEST INTEGER PROBLEMS. n + n + 1 = 4n + 2.

18.S34 (FALL, 2007) GREATEST INTEGER PROBLEMS. n + n + 1 = 4n + 2. 18.S34 (FALL, 007) GREATEST INTEGER PROBLEMS Note: We use the otatio x for the greatest iteger x, eve if the origial source used the older otatio [x]. 1. (48P) If is a positive iteger, prove that + + 1

More information

On Some Properties of Tensor Product of Operators

On Some Properties of Tensor Product of Operators Global Joural of Pure ad Applied Matheatics. ISSN 0973-1768 Volue 12, Nuber 6 (2016), pp. 5139-5147 Research Idia Publicatios http://www.ripublicatio.co/gjpa.ht O Soe Properties of Tesor Product of Operators

More information

Recursive Algorithms. Recurrences. Recursive Algorithms Analysis

Recursive Algorithms. Recurrences. Recursive Algorithms Analysis Recursive Algorithms Recurreces Computer Sciece & Egieerig 35: Discrete Mathematics Christopher M Bourke cbourke@cseuledu A recursive algorithm is oe i which objects are defied i terms of other objects

More information

Chapter 4. Fourier Series

Chapter 4. Fourier Series Chapter 4. Fourier Series At this poit we are ready to ow cosider the caoical equatios. Cosider, for eample the heat equatio u t = u, < (4.) subject to u(, ) = si, u(, t) = u(, t) =. (4.) Here,

More information

A PROBABILITY PROBLEM

A PROBABILITY PROBLEM A PROBABILITY PROBLEM A big superarket chai has the followig policy: For every Euros you sped per buy, you ear oe poit (suppose, e.g., that = 3; i this case, if you sped 8.45 Euros, you get two poits,

More information

X. Perturbation Theory

X. Perturbation Theory X. Perturbatio Theory I perturbatio theory, oe deals with a ailtoia that is coposed Ĥ that is typically exactly solvable of two pieces: a referece part ad a perturbatio ( Ĥ ) that is assued to be sall.

More information

q-fibonacci polynomials and q-catalan numbers Johann Cigler [ ] (4) I don t know who has observed this well-known fact for the first time.

q-fibonacci polynomials and q-catalan numbers Johann Cigler [ ] (4) I don t know who has observed this well-known fact for the first time. -Fiboacci polyoials ad -Catala ubers Joha Cigler The Fiboacci polyoials satisfy the recurrece F ( x s) = s x = () F ( x s) = xf ( x s) + sf ( x s) () with iitial values F ( x s ) = ad F( x s ) = These

More information

Lecture 19. Curve fitting I. 1 Introduction. 2 Fitting a constant to measured data

Lecture 19. Curve fitting I. 1 Introduction. 2 Fitting a constant to measured data Lecture 9 Curve fittig I Itroductio Suppose we are preseted with eight poits of easured data (x i, y j ). As show i Fig. o the left, we could represet the uderlyig fuctio of which these data are saples

More information

Product measures, Tonelli s and Fubini s theorems For use in MAT3400/4400, autumn 2014 Nadia S. Larsen. Version of 13 October 2014.

Product measures, Tonelli s and Fubini s theorems For use in MAT3400/4400, autumn 2014 Nadia S. Larsen. Version of 13 October 2014. Product measures, Toelli s ad Fubii s theorems For use i MAT3400/4400, autum 2014 Nadia S. Larse Versio of 13 October 2014. 1. Costructio of the product measure The purpose of these otes is to preset the

More information

A Tabu Search Method for Finding Minimal Multi-Homogeneous Bézout Number

A Tabu Search Method for Finding Minimal Multi-Homogeneous Bézout Number Joural of Matheatics ad Statistics 6 (): 105-109, 010 ISSN 1549-3644 010 Sciece Publicatios A Tabu Search Method for Fidig Miial Multi-Hoogeeous Bézout Nuber Hassa M.S. Bawazir ad Ali Abd Raha Departet

More information

SECTION 1.5 : SUMMATION NOTATION + WORK WITH SEQUENCES

SECTION 1.5 : SUMMATION NOTATION + WORK WITH SEQUENCES SECTION 1.5 : SUMMATION NOTATION + WORK WITH SEQUENCES Read Sectio 1.5 (pages 5 9) Overview I Sectio 1.5 we lear to work with summatio otatio ad formulas. We will also itroduce a brief overview of sequeces,

More information

CYCLIC HYPERGROUPS WHICH ARE INDUCED BY THE CHARACTER OF SOME FINITE GROUPS

CYCLIC HYPERGROUPS WHICH ARE INDUCED BY THE CHARACTER OF SOME FINITE GROUPS italia joural of pure ad applied atheatics 33 04 3 3 3 CYCLIC HYPERGROUPS WHICH ARE INDUCED BY THE CHARACTER OF SOME FINITE GROUPS Sara Sehavatizadeh Departet of Matheatics Tarbiat Modares Uiversity Tehra

More information

Generating Functions. 1 Operations on generating functions

Generating Functions. 1 Operations on generating functions Geeratig Fuctios The geeratig fuctio for a sequece a 0, a,..., a,... is defied to be the power series fx a x. 0 We say that a 0, a,... is the sequece geerated by fx ad a is the coefficiet of x. Example

More information

FUZZY RELIABILITY ANALYSIS OF COMPOUND SYSTEM BASED ON WEIBULL DISTRIBUTION

FUZZY RELIABILITY ANALYSIS OF COMPOUND SYSTEM BASED ON WEIBULL DISTRIBUTION IJAMML 3:1 (2015) 31-39 Septeber 2015 ISSN: 2394-2258 Available at http://scietificadvaces.co.i DOI: http://dx.doi.org/10.18642/ijal_7100121530 FUZZY RELIABILITY ANALYSIS OF COMPOUND SYSTEM BASED ON WEIBULL

More information

Sequences of Definite Integrals, Factorials and Double Factorials

Sequences of Definite Integrals, Factorials and Double Factorials 47 6 Joural of Iteger Sequeces, Vol. 8 (5), Article 5.4.6 Sequeces of Defiite Itegrals, Factorials ad Double Factorials Thierry Daa-Picard Departmet of Applied Mathematics Jerusalem College of Techology

More information

Summer MA Lesson 13 Section 1.6, Section 1.7 (part 1)

Summer MA Lesson 13 Section 1.6, Section 1.7 (part 1) Suer MA 1500 Lesso 1 Sectio 1.6, Sectio 1.7 (part 1) I Solvig Polyoial Equatios Liear equatio ad quadratic equatios of 1 variable are specific types of polyoial equatios. Soe polyoial equatios of a higher

More information

An analog of the arithmetic triangle obtained by replacing the products by the least common multiples

An analog of the arithmetic triangle obtained by replacing the products by the least common multiples arxiv:10021383v2 [mathnt] 9 Feb 2010 A aalog of the arithmetic triagle obtaied by replacig the products by the least commo multiples Bair FARHI bairfarhi@gmailcom MSC: 11A05 Keywords: Al-Karaji s triagle;

More information

Pairs of disjoint q-element subsets far from each other

Pairs of disjoint q-element subsets far from each other Pairs of disjoit q-elemet subsets far from each other Hikoe Eomoto Departmet of Mathematics, Keio Uiversity 3-14-1 Hiyoshi, Kohoku-Ku, Yokohama, 223 Japa, eomoto@math.keio.ac.jp Gyula O.H. Katoa Alfréd

More information

2.4 - Sequences and Series

2.4 - Sequences and Series 2.4 - Sequeces ad Series Sequeces A sequece is a ordered list of elemets. Defiitio 1 A sequece is a fuctio from a subset of the set of itegers (usually either the set 80, 1, 2, 3,... < or the set 81, 2,

More information

Keywords: duality, saddle point, complementary slackness, Karush-Kuhn-Tucker conditions, perturbation function, supporting functions.

Keywords: duality, saddle point, complementary slackness, Karush-Kuhn-Tucker conditions, perturbation function, supporting functions. DUALITY THEORY Jørge Tid Uiversity of Copehage, Deark. Keywords: duality, saddle poit, copleetary slackess, KarushKuhTucker coditios, perturbatio fuctio, supportig fuctios. Cotets 1. Itroductio 2. Covex

More information

Random Models. Tusheng Zhang. February 14, 2013

Random Models. Tusheng Zhang. February 14, 2013 Radom Models Tusheg Zhag February 14, 013 1 Radom Walks Let me describe the model. Radom walks are used to describe the motio of a movig particle (object). Suppose that a particle (object) moves alog the

More information

MATH10040 Chapter 4: Sets, Functions and Counting

MATH10040 Chapter 4: Sets, Functions and Counting MATH10040 Chapter 4: Sets, Fuctios ad Coutig 1. The laguage of sets Iforally, a set is ay collectio of objects. The objects ay be atheatical objects such as ubers, fuctios ad eve sets, or letters or sybols

More information

Computability and computational complexity

Computability and computational complexity Computability ad computatioal complexity Lecture 4: Uiversal Turig machies. Udecidability Io Petre Computer Sciece, Åbo Akademi Uiversity Fall 2015 http://users.abo.fi/ipetre/computability/ 21. toukokuu

More information

Measure and Measurable Functions

Measure and Measurable Functions 3 Measure ad Measurable Fuctios 3.1 Measure o a Arbitrary σ-algebra Recall from Chapter 2 that the set M of all Lebesgue measurable sets has the followig properties: R M, E M implies E c M, E M for N implies

More information

Generating Functions and Their Applications

Generating Functions and Their Applications Geeratig Fuctios ad Their Applicatios Agustius Peter Sahaggau MIT Matheatics Departet Class of 2007 18.104 Ter Paper Fall 2006 Abstract. Geeratig fuctios have useful applicatios i ay fields of study. I

More information

Data Movement in Flash Memories

Data Movement in Flash Memories Data Moveet i Flash Meories Axiao (Adrew) Jiag Coputer Sciece Departet Texas A&M Uiversity College Statio, TX 77843 ajiag@cse.tau.edu Michael Lagberg Coputer Sciece Divisio Ope Uiversity of Israel Raaaa

More information

Lecture Overview. 2 Permutations and Combinations. n(n 1) (n (k 1)) = n(n 1) (n k + 1) =

Lecture Overview. 2 Permutations and Combinations. n(n 1) (n (k 1)) = n(n 1) (n k + 1) = COMPSCI 230: Discrete Mathematics for Computer Sciece April 8, 2019 Lecturer: Debmalya Paigrahi Lecture 22 Scribe: Kevi Su 1 Overview I this lecture, we begi studyig the fudametals of coutig discrete objects.

More information

Zeros of Polynomials

Zeros of Polynomials Math 160 www.timetodare.com 4.5 4.6 Zeros of Polyomials I these sectios we will study polyomials algebraically. Most of our work will be cocered with fidig the solutios of polyomial equatios of ay degree

More information

6 Integers Modulo n. integer k can be written as k = qn + r, with q,r, 0 r b. So any integer.

6 Integers Modulo n. integer k can be written as k = qn + r, with q,r, 0 r b. So any integer. 6 Itegers Modulo I Example 2.3(e), we have defied the cogruece of two itegers a,b with respect to a modulus. Let us recall that a b (mod ) meas a b. We have proved that cogruece is a equivalece relatio

More information

A GENERALIZATION OF THE SYMMETRY BETWEEN COMPLETE AND ELEMENTARY SYMMETRIC FUNCTIONS. Mircea Merca

A GENERALIZATION OF THE SYMMETRY BETWEEN COMPLETE AND ELEMENTARY SYMMETRIC FUNCTIONS. Mircea Merca Idia J Pure Appl Math 45): 75-89 February 204 c Idia Natioal Sciece Academy A GENERALIZATION OF THE SYMMETRY BETWEEN COMPLETE AND ELEMENTARY SYMMETRIC FUNCTIONS Mircea Merca Departmet of Mathematics Uiversity

More information

On Some Properties of Digital Roots

On Some Properties of Digital Roots Advaces i Pure Mathematics, 04, 4, 95-30 Published Olie Jue 04 i SciRes. http://www.scirp.org/joural/apm http://dx.doi.org/0.436/apm.04.46039 O Some Properties of Digital Roots Ilha M. Izmirli Departmet

More information

University of Twente The Netherlands

University of Twente The Netherlands Faculty of Mathematical Scieces t Uiversity of Twete The Netherlads P.O. Box 7 7500 AE Eschede The Netherlads Phoe: +3-53-4893400 Fax: +3-53-48934 Email: memo@math.utwete.l www.math.utwete.l/publicatios

More information

Basic Sets. Functions. MTH299 - Examples. Example 1. Let S = {1, {2, 3}, 4}. Indicate whether each statement is true or false. (a) S = 4. (e) 2 S.

Basic Sets. Functions. MTH299 - Examples. Example 1. Let S = {1, {2, 3}, 4}. Indicate whether each statement is true or false. (a) S = 4. (e) 2 S. Basic Sets Example 1. Let S = {1, {2, 3}, 4}. Idicate whether each statemet is true or false. (a) S = 4 (b) {1} S (c) {2, 3} S (d) {1, 4} S (e) 2 S. (f) S = {1, 4, {2, 3}} (g) S Example 2. Compute the

More information

19.1 The dictionary problem

19.1 The dictionary problem CS125 Lecture 19 Fall 2016 19.1 The dictioary proble Cosider the followig data structural proble, usually called the dictioary proble. We have a set of ites. Each ite is a (key, value pair. Keys are i

More information

1 Introduction. 1.1 Notation and Terminology

1 Introduction. 1.1 Notation and Terminology 1 Itroductio You have already leared some cocepts of calculus such as limit of a sequece, limit, cotiuity, derivative, ad itegral of a fuctio etc. Real Aalysis studies them more rigorously usig a laguage

More information

Sums, products and sequences

Sums, products and sequences Sums, products ad sequeces How to write log sums, e.g., 1+2+ (-1)+ cocisely? i=1 Sum otatio ( sum from 1 to ): i 3 = 1 + 2 + + If =3, i=1 i = 1+2+3=6. The ame ii does ot matter. Could use aother letter

More information

The Choquet Integral with Respect to Fuzzy-Valued Set Functions

The Choquet Integral with Respect to Fuzzy-Valued Set Functions The Choquet Itegral with Respect to Fuzzy-Valued Set Fuctios Weiwei Zhag Abstract The Choquet itegral with respect to real-valued oadditive set fuctios, such as siged efficiecy measures, has bee used i

More information

SZEGO S THEOREM STARTING FROM JENSEN S THEOREM

SZEGO S THEOREM STARTING FROM JENSEN S THEOREM UPB Sci Bull, Series A, Vol 7, No 3, 8 ISSN 3-77 SZEGO S THEOREM STARTING FROM JENSEN S THEOREM Cǎli Alexe MUREŞAN Mai îtâi vo itroduce Teorea lui Jese şi uele coseciţe ale sale petru deteriarea uǎrului

More information

ON SOME DIOPHANTINE EQUATIONS RELATED TO SQUARE TRIANGULAR AND BALANCING NUMBERS

ON SOME DIOPHANTINE EQUATIONS RELATED TO SQUARE TRIANGULAR AND BALANCING NUMBERS Joural of Algebra, Number Theory: Advaces ad Applicatios Volume, Number, 00, Pages 7-89 ON SOME DIOPHANTINE EQUATIONS RELATED TO SQUARE TRIANGULAR AND BALANCING NUMBERS OLCAY KARAATLI ad REFİK KESKİN Departmet

More information

2. F ; =(,1)F,1; +F,1;,1 is satised by thestirlig ubers of the rst kid ([1], p. 824). 3. F ; = F,1; + F,1;,1 is satised by the Stirlig ubers of the se

2. F ; =(,1)F,1; +F,1;,1 is satised by thestirlig ubers of the rst kid ([1], p. 824). 3. F ; = F,1; + F,1;,1 is satised by the Stirlig ubers of the se O First-Order Two-Diesioal Liear Hoogeeous Partial Dierece Equatios G. Neil Have y Ditri A. Gusev z Abstract Aalysis of algoriths occasioally requires solvig of rst-order two-diesioal liear hoogeeous partial

More information

2.4 Sequences, Sequences of Sets

2.4 Sequences, Sequences of Sets 72 CHAPTER 2. IMPORTANT PROPERTIES OF R 2.4 Sequeces, Sequeces of Sets 2.4.1 Sequeces Defiitio 2.4.1 (sequece Let S R. 1. A sequece i S is a fuctio f : K S where K = { N : 0 for some 0 N}. 2. For each

More information

Chimica Inorganica 3

Chimica Inorganica 3 himica Iorgaica Irreducible Represetatios ad haracter Tables Rather tha usig geometrical operatios, it is ofte much more coveiet to employ a ew set of group elemets which are matrices ad to make the rule

More information

Properties of Fuzzy Length on Fuzzy Set

Properties of Fuzzy Length on Fuzzy Set Ope Access Library Joural 206, Volume 3, e3068 ISSN Olie: 2333-972 ISSN Prit: 2333-9705 Properties of Fuzzy Legth o Fuzzy Set Jehad R Kider, Jaafar Imra Mousa Departmet of Mathematics ad Computer Applicatios,

More information

ON WELLPOSEDNESS QUADRATIC FUNCTION MINIMIZATION PROBLEM ON INTERSECTION OF TWO ELLIPSOIDS * M. JA]IMOVI], I. KRNI] 1.

ON WELLPOSEDNESS QUADRATIC FUNCTION MINIMIZATION PROBLEM ON INTERSECTION OF TWO ELLIPSOIDS * M. JA]IMOVI], I. KRNI] 1. Yugoslav Joural of Operatios Research 1 (00), Number 1, 49-60 ON WELLPOSEDNESS QUADRATIC FUNCTION MINIMIZATION PROBLEM ON INTERSECTION OF TWO ELLIPSOIDS M. JA]IMOVI], I. KRNI] Departmet of Mathematics

More information

FUZZY TRANSPORTATION PROBLEM WITH ADDITIONAL RESTRICTIONS

FUZZY TRANSPORTATION PROBLEM WITH ADDITIONAL RESTRICTIONS VOL. 5, NO. 2, FEBRUARY 200 ISSN 89-6608 ARPN Joural of Egieerig ad Applied Scieces 2006-200 Asia Research Publishig Network (ARPN). All rights reserved. www.arpjourals.co FUZZY TRANSPORTATION PROBLEM

More information