Randomly Generated Triangles whose Vertices are Vertices of a Regular Polygon

Size: px
Start display at page:

Download "Randomly Generated Triangles whose Vertices are Vertices of a Regular Polygon"

Transcription

1 Radoly Geerated Triagles whose Vertices are Vertices of a Regular Polygo Aa Madras Drury Uiversity Shova KC Hope College Jauary, 6 Abstract We geerate triagles radoly by uiforly choosig a subset of three vertices fro the vertices of a regular polygo We deterie the expected area ad perieter i ters of the uber of sides of the polygo We use cobiatorial ethods cobied with trigooetric suatio forulas arisig fro coplex aalysis We also deterie the liit of these equatios to copare with a classical result o triagles whose vertices are o a circle Itroductio This paper is a exploratio ito a ethod of radoly geeratig triagles We start with a regular -go iscribed i a uit circle The out of possible subsets of vertices of size three, oe subset is chose uiforly The three vertices for our radoly geerated triagle Research ito this ethod of geeratig triagles has lead us to four ai questios: What is the average area of a triagle geerate by this process? What is the liit of this area as teds to ifiity? What is the average perieter of a triagle geerate by this process? What is the liit of this perieter as teds to ifiity? I this paper, we preset the aswers to the above questios I Sectio, we preset backgroud iforatio, icludig the solutio to a related proble dealig with three radoly chose poits o a uit circle I particular, we detail the followig classical result: Theore : Suppose that three poits are radoly chose uiforly ad idepedetly o the circuferece of a uit circle The the expected area of the triagle fored is ad the expected perieter of the triagle fored is I Sectio, we give exaples of fidig expected area ad perieter i our situatio for certai sall values of

2 I Sectio 4, we preset the ai theores ad proofs These are suarized i the followig result Theore : Let P be a regular -go iscribed i a uit circle If a set of three vertices of P is chose uiforly at rado, the the expected area A of the triagle fored is cot / A The expected perieter P of the triagle fored is P 6csc/ + cot/ Moreover, we have li A ad li P, which correspods to the results give by Theore I Sectio, we exted our ai result to deterie the expected area ad perieter of quadrilaterals, petagos, ad other polygos that are geerated radoly by choosig vertices of a regular -go We give two equatios that ca be used to fid both the expected area ad expected perieter of a -go geerated radoly fro the vertices of a regular -go Related Proble o a Circle Our research was otivated by the classical proble dealig with a uit circle [] Let P, Q, ad R be poits chose radoly, uiforly, ad idepedetly o the circuferece of a uit circle Two questios aturally arise: What is the expected area of P QR? What is the expected perieter of P QR? The solutio to the first questio ca be foud olie [] ad ca be suarized as follows: Theore If three poits are chose radoly, uiforly, ad idepedetly o the circuferece of a circle with radius oe, the the expected area of the triagle iscribed i the circle is Proof followig [] Oe of the poits ca be take to be, without loss of geerality Let θ ad θ be the polar agles of the other two poits, as see i Figure Due to syetry, we are able to assue without loss of geerality that θ is i the iterval [, ], while θ is allowed to take o ay value i the iterval [, The area of the triagle fored is give by A Aθ, θ si θ si θ si θ θ

3 Figure : Circle with Iscribed Triagle The expected area is give by A Aθ, θ dθ dθ This itegral ca be evaluated to give See [] for details of the itegratio A solutio for the average perieter ca be foud i a siilar way Theore If three poits are chose radoly, uiforly, ad idepedetly o the circuferece of a uit circle, the the expected perieter of the triagle iscribed i the circle is Proof The sae assuptios ca be ade as i the previous proof without loss of geerality Let θ ad θ be defied the sae as i the previous proof The legths of the sides, a, b, ad c, of the iscribed triagle are a si θ b si θ c si θ θ where θ [, ] ad θ [, the absolute value is used for c because θ ay be less tha θ Sice the perieter of the triagle is a + b + c, the itegral for fidig expected perieter is P [ a + b + c dθ dθ si θ + si θ + si θ θ si θ dθ + si θ dθ + + dθ dθ si θ θ dθ θ θ [ 4 si θ cos θ cos θ 8 cos θ + 6θ + 8 si θ 8 si θ si θ ] θ dθ dθ ] dθ

4 Exaples ad Geeral Forulas I this sectio, we give exaples relatig to radoly choosig a subset cosistig of three vertices of a regular -go We also show how the ethods used i these specific cases lead to the forula for geeral values of that will be eeded i the ext sectio Area Exaples Give a regular -go R, we uber the vertices,,, By a, b, c, we will ea the triagle iscribed i R whose vertices are ubered a, b, ad c We will deote the area of a, b, c as Aa, b, c ad the perieter of a, b, c as P a, b, c We will assue for coveiece that a < b < c Figure : Petago As a exaple, we calculate the area of,, iside a regular petago iscribed i a uit circle, as see i Figure To fid the area of,,, we add up the areas of the three triagles withi the triagle, which gives us the equatio A,, si θ cos θ + si θ cos θ + si θ θ cos θ θ The usig the double agle idetity we ca siplify this equatio to A,, si θ + si θ + si θ θ where θ ad θ 4 Note that θ ad θ are both ultiples of the cetral agle of petago which is equal to So, the area of,, ca be writte as A,, [si + si + si ] This ca also be writte as A,, [ si + si + si + ] 4

5 This aalysis easily geeralizes to yield a geeral equatio for fidig the area of a, b, c i ay regular -go iscribed i a uit circle: Aa, b, c [ si b a + si c b + si a c + ] We ow tur our attetio to the case of the first geeral questio of iterest I particular, if R is a regular petago iscribed i a uit circle, ad a set three vertices of R are chose uiforly at rado, the we copute the expected area of the triagle fored I order to do this, we eed to fid the areas of all possible triagles a, b, c where a < b < c 4 We the calculate b a, c b ad a c + for all those triagles ad apply the forula derived above By addig the areas of all of these triagles ad dividig the result by the uber of all such triagles, we will fid the expected area The table below gives all possible triagles i petago alog with b a, c b ad a c + a, b, c b a c b a c +,,,,,,4,,,,4,,4,,,,4,,4,,4 Table : Triagles Geerated fro a Regular Petago The expected area of a radoly geerated triagle based o the vertices of a regular petago iscribed i a uit circle is A a<b<c 4 Aa, b, c By exaiig Table, we cout fiftee s, te s, ad five s that occur as either b a, c b, or a c + By collectig all like ters ad factorig out /, the equatio for the expected area reduces to A si + si + si We ow tur our attetio to carryig out the aalogous coputatio whe 6 I other words, we are geeratig rado triagles by choosig a set of three vertices

6 a, b, c b a c b a c + a, b, c b a c b a c +,, 4,, 4,,,,4,,4,,,, 4,,4,,,,,,4,4,,,,,4 4,,4,,,,,4,,4, 4,4, 4 Table : Triagles Geerated fro a Regular Hexago of a regular hexago iscribed i a uit circle Agai, we list all such triagles i order to collect like ters i the su which gives the expected area of the triagle fored I this case, there are possible triagles sice 6 I the above table, there are twety-four s, eightee s, twelve s, ad six 4 s that occur as b a, c b, or a c + Siilar to the case of the petago, we ca collect like ters i the su A 6 6 a<b<c Aa, b, c to obtai the result A 6 4 si si 6 + si si 4 6 The geeral equatio for fidig the expected area of a triagle fored by choosig three vertices of a regular -go iscribed i a uit circle is give by A [ si b a + si c b + si a c + ], where the su is take over all itegers a, b, c such that a < b < c I the ext sectio, we will explore ethods of siplifyig this su by collectig like ters as above, ad the applyig trigooetric suatio idetities Perieter Exaples We ow proceed to eploy siilar ethods to copute the expected perieter of a triagle radoly geerated fro the vertices of a regular petago or hexago iscribed i a uit circle As before, we use these results to idicate the proper for for the correspodig expressio ivolvig a regular -go 6

7 Let a, b, c be defied usig vertices of a regular -go iscribed i the uit circle as above Usig basic trigooetry alog with a double agle forula, it follows that the perieter of a, b, c is give by P a, b, c [ si b a + sic b + si + a c ] Let R be a regular petago iscribed i a uit circle The expected perieter of a triagle chose by radoly choosig a subset of three vertices of R is ow give by P a<b<c 4 P a, b, c Usig Table this ca be siplified to give P si + si + si Now let R be a regular hexago iscribed i a uit circle The expected perieter of a triagle chose by radoly choosig a subset of three vertices of R is ow give by P 6 P a, b, c 6 a<b<c Usig Table this ca be siplified to give P 6 4 si si 6 + si si 4 6 The geeral equatio for fidig the expected perieter of a triagle fored by choosig three vertices of a regular -go iscribed i a uit circle is give by P [si b a + si c b + si a c + ], where the su is take over all itegers a, b, c such that a < b < c We will siplify this expressio i the ext sectio 4 The Mai Theores Theore 4 Let R be a regular -go iscribed i a uit circle If a subset cosistig of three distict vertices of R is chose uiforly at rado, the the expected area of the triagle fored is give by A cot 7

8 Proof Fro the precedig sectio, it follows that [ si b a + si A c b + si a c + ], where the su is take over all itegers a, b, c such that a < b < c For each k such that k, let p, k be defied to be the uber of ties k occurs as b a,c b, or a c + i the above su, so that A p, k si k Clai p, k k for all ad k Proof of Clai : We divide the proof ito three cases I k > II k III k ad k All operatios o triples are doe odulo i each coordiate Case I: k > Start with the triple a, b, c, k, j where k + j Note that there are k choices for j Every triple of the for i, k + i, j + i where i has exactly oe of b a, c b, or + a c equal to k, ad these are the oly triples with oe of the differeces equal to k Sice there are k choices for j ad choices for i, we have p, k k Case II: k We divided the coputatio ito two parts, which will be added together: i a, b, c, k, k ad ii a, b, c, k, j where j k Part i: a, b, c, k, k I this case, every triple of the for i, k + i, k + i where i < / has all three of b a, c b, ad + a c equal to k These are the oly triples with all three of b a, c b, ad + a c equal to k Sice there are / choices for i ad k appears ties i each triple, it follows that k occurs ties i all Part ii: a, b, c, k, j Here, k + j ad j k Note that there are k choices for j Every triple of the for i, k + i, j + i where i has exactly oe of b a, c b, or + a c equal to k, ad these are the oly triples with oe of the differeces equal to k Sice there are choices for i, k occurs k ties i all Addig the results of parts i ad ii, we get p, k k Case III: k ad k Siilar to Case II, this case is doe i two parts: i a, b, c, k, k ad ii a, b, c, k, j where j k 8

9 Subcase i: a, b, c, k, k I this case, every triple of the for i, k + i, k + i where i has exactly two of b a, c b, or + a c equal to k These are the oly triples with two of the differeces equal to k Sice there are choices for i ad k occurs ties i each triple, it follows that k occurs ties i all Subcase ii: a, b, c, k, j Here k + j ad j k Note that there are k choices for j Every triple of the for i, k + i, j + i where i has exactly oe of b a, c b, or + a c equal to k, ad these are the oly triples with precisely oe of the differeces equal to k Sice there are choices for i, k occurs k ties i such triples Addig subcase i ad ii, we get p, k k Hece, i all three cases, we have show that p, k k This copletes the proof of Clai Fro Clai, it follows that A k si k 4- Equatio 4- iplies that A si k k si k 4- Let fx coskx ad gx sikx Euler s Forula gives that e ikx cos kx + i si kx, where i It follows fro the partial su forula for a geoetric series that fx + i gx e ikx ei x e ix Siplifyig this right had side, ad coparig real ad iagiary parts yields the trigooetric suatio idetities ad fx coskx gx sikx Also, by differetiatig, we obtai f x k sikx d dx cos + x cosx + cos x cosx 4- six + si x si + x 4-4 cosx [ cos + x cosx + cos x cosx ] 4-9

10 Equatio 4- iplies that A g/ + f / A stadard yet tedious siplificatio usig trigooetric idetities ow yields A cot The questio cocerig perieter ca be aswered by a siilar process Theore 4 Let R be a regular -go iscribed i a uit circle If a subset cosistig of three distict vertices of R is chose uiforly at rado, the the expected perieter of the triagle fored is give by P 6csc + cot Proof As this proof is early idetical to the proof of Theore 4, we provide oly a sketch Fro the precedig sectio, we have P [si b a + si c b + si a c + ], where the su is take over all itegers a, b, c such that a < b < c Usig the Clai fro the proof of Theore 4, we fid that P k si k The by usig the Euler s forula ad the fuctios fx ad gx as i the proof of Theore 4, we ca siplify this expressio to the closed for as desired Now that we have derived closed for expressios for the expected area ad perieter, we ca deterie the liit as teds to ifiity ad copare with the aswers for the proble o the uit circle fro Sectio Theore 4 Let A ad P be as i Theores 4 ad 4 The li A ad li P

11 Proof We rearrage ters ad apply L Hôpital s rule li A li cot > li > li > li P 6csc li + cot > li > li > 6 cos si cos 6 + cos si + cos 6 si si We fid that the liits of A ad P correspod precisely with the aswers for the proble o the circle foud i Sectio Extesios I this sectio, we study the effects of icreasig the uber of vertices chose, thus costructig radoly geerated polygos based o the vertices of a regular polygo iscribed i a uit circle The aalysis is very siilar to the case of rado triagles detailed i the last sectio, ad therefore, we will oly sketch the ai details here Further details ad extesios are left to the iterested reader We use A, ad P, to represet the expected area ad perieter, respectively, of a -go geerated radoly by uiforly choosig a subset of size of the vertices of a regular -go iscribed i a uit circle Theore Let R be a regular -go iscribed i a uit circle Suppose that a subset cosistig of vertices of R is chose uiforly at rado The the expected area of the covex -go fored is give by A, si a j+ a j, j where the first su is over all a,, a with a < a < < a, ad

12 a + a The expected perieter of this -go is P, j si a j+ a j The precedig result shows, for exaple, that if a set of 4 vertices of a regular -go iscribed i a uit circle is chose uiforly at rado, the the expected area ad perieter of the quadrilateral fored are give by A,4 sib a + sic b + sid c + sia d +, 4 ad P,4 4 sib a + sic b + sid c + sia d +, where the su is take over all itegers a, b, c, d such that a < b < c < d We ca collect like ters i the suatios i Theore to prove the followig result Theore Let R be a regular -go iscribed i a uit circle Suppose that a subset cosistig of vertices of R is chose uiforly at rado The the expected area of the covex -go fored is give by A, + k si k The expected perieter of this -go is give by P, + k si k We ow sketch the details of a ethod of siplifyig the above suatios to closed for Sice the ethods for A, ad P, are early idetical, we will focus siply o A, ad leave the aalogous results cocerig P, for the iterested reader Fro Euler s forula ad Theore, we see that A, I g,, where g, + k α k, with α e i/

13 We ote that α g, [ + [ + k [ + [ + k k k α k+ α k k + + k k k α k α k [ ] g, + g, + + ] α k ] α k ] ] This iplies that g, g, α + + Recall that α e i/ cos/ + i si/ It follows that α ᾱ cos/ i si/ We ca ake the deoiator of the expressio for g, real by ultiplyig uerator ad deoiator by ᾱ, resultig i g, ᾱ + α ᾱ g, + Substitutig i for α ad coputig real ad iagiary parts yields g, cos + i si 4 + si g, + + i cot [ ] g, i cot Re g, + i I g, + + [ Re g, + + I g, cot +i I g, + Re g, cot + cot ] Recall that the A, is equal to the iagiary part of g, Therefore, A, I g, + Re g, cot + + cot

14 Write g, a + ib, ad ote that a ad b are both fuctios of ad that A, b Let a b The above coputatios iply the recurrece a b [ a + b cot [ a cot b + ] + cot ] I vector for, this recurrece becoes [ a cot b + cot a b + + cot ], with iitial coditio a b Usig this recurrece, oe ca copute b A, b cot cot cot + 9 cot 4 cot + 7 cot 4 cot 4 +6 cot +9 cot 6 cot ++ cot cot 4 8 cot +9 + cot 87 4 cot +9+4 cot4 4 6 Table : Expected Area A, The vector recurrece ca also be solved usig diagoalizatio of the atrix M cot cot The eigevalues of M are i cot ad i cot ad the respective eigevectors are ad This ca be used to show that i i b I j j i cot j 4

15 We ay siplify this further to yield A, l jl+ j+l j j j l + cot l+ The above ethods ay be applied directly to copute P, This is left to the reader The iterested reader ay also like to pursue the geeralizatio to the circle proble fro Sectio for >, ad its relatioship to the results give here 6 Ackowledgeets We would like to ackowledge our woderful advisor, Dari Stepheso of Hope College, for guidig us through the research process We would also like to thak Hope College ad the Natioal Sciece Foudatio for allowig us to participate i this research progra ad for fudig We thak Chris Sith of the Grad Valley State Uiversity REU for help i uderstadig the hypergeoetric suatios that arise i Sectio We are thakful to our colleague Daiela Bau for helpig us with the proof of Theore 4 Fially, we would like to thak all of our brilliat colleagues, who ot oly helped us out with our research but also ade coig to work a joyful ad eorable experiece The coputer software that ade this research possible icludes: MAPLE, Adobe Photoshop/Reader, Geoeter s Sketchpad, ad Wiedt We appreciate all those who helped us to effectively use these progras, especially Mark Pearso, Dari Stepheso, ad Airat Beketjev Refereces [] Hogg R ad Tais E Probability ad Statistical Iferece, 6th Editio, Pretice Hall, [] Weisstei, Eric W Circle Triagle Pickig, fro MathWorld A Wolfra Web Resource [] Zwilliger, D CRC: Stadard Matheatical Tables ad Forulae, st Editio, Chapa ad Hall,

Bernoulli Polynomials Talks given at LSBU, October and November 2015 Tony Forbes

Bernoulli Polynomials Talks given at LSBU, October and November 2015 Tony Forbes Beroulli Polyoials Tals give at LSBU, October ad Noveber 5 Toy Forbes Beroulli Polyoials The Beroulli polyoials B (x) are defied by B (x), Thus B (x) B (x) ad B (x) x, B (x) x x + 6, B (x) dx,. () B 3

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

Orthogonal Functions

Orthogonal Functions Royal Holloway Uiversity of odo Departet of Physics Orthogoal Fuctios Motivatio Aalogy with vectors You are probably failiar with the cocept of orthogoality fro vectors; two vectors are orthogoal whe they

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

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

Automated Proofs for Some Stirling Number Identities

Automated Proofs for Some Stirling Number Identities Autoated Proofs for Soe Stirlig Nuber Idetities Mauel Kauers ad Carste Scheider Research Istitute for Sybolic Coputatio Johaes Kepler Uiversity Altebergerstraße 69 A4040 Liz, Austria Subitted: Sep 1, 2007;

More information

Complete Solutions to Supplementary Exercises on Infinite Series

Complete Solutions to Supplementary Exercises on Infinite Series Coplete Solutios to Suppleetary Eercises o Ifiite Series. (a) We eed to fid the su ito partial fractios gives By the cover up rule we have Therefore Let S S A / ad A B B. Covertig the suad / the by usig

More information

ECE Spring Prof. David R. Jackson ECE Dept. Notes 20

ECE Spring Prof. David R. Jackson ECE Dept. Notes 20 ECE 6341 Sprig 016 Prof. David R. Jackso ECE Dept. Notes 0 1 Spherical Wave Fuctios Cosider solvig ψ + k ψ = 0 i spherical coordiates z φ θ r y x Spherical Wave Fuctios (cot.) I spherical coordiates 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

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

Integrals of Functions of Several Variables

Integrals of Functions of Several Variables Itegrals of Fuctios of Several Variables We ofte resort to itegratios i order to deterie the exact value I of soe quatity which we are uable to evaluate by perforig a fiite uber of additio or ultiplicatio

More information

x !1! + 1!2!

x !1! + 1!2! 4 Euler-Maclauri Suatio Forula 4. Beroulli Nuber & Beroulli Polyoial 4.. Defiitio of Beroulli Nuber Beroulli ubers B (,,3,) are defied as coefficiets of the followig equatio. x e x - B x! 4.. Expreesio

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

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

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

A New Type of q-szász-mirakjan Operators

A New Type of q-szász-mirakjan Operators Filoat 3:8 07, 567 568 https://doi.org/0.98/fil7867c Published by Faculty of Scieces ad Matheatics, Uiversity of Niš, Serbia Available at: http://www.pf.i.ac.rs/filoat A New Type of -Szász-Miraka Operators

More information

The Minimum Distance Energy for Polygonal Unknots

The Minimum Distance Energy for Polygonal Unknots The Miimum Distace Eergy for Polygoal Ukots By:Johaa Tam Advisor: Rollad Trapp Abstract This paper ivestigates the eergy U MD of polygoal ukots It provides equatios for fidig the eergy for ay plaar regular

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

Solutions to Final Exam Review Problems

Solutions to Final Exam Review Problems . Let f(x) 4+x. Solutios to Fial Exam Review Problems Math 5C, Witer 2007 (a) Fid the Maclauri series for f(x), ad compute its radius of covergece. Solutio. f(x) 4( ( x/4)) ( x/4) ( ) 4 4 + x. Sice 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

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

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

(s)h(s) = K( s + 8 ) = 5 and one finite zero is located at z 1

(s)h(s) = K( s + 8 ) = 5 and one finite zero is located at z 1 ROOT LOCUS TECHNIQUE 93 should be desiged differetly to eet differet specificatios depedig o its area of applicatio. We have observed i Sectio 6.4 of Chapter 6, how the variatio of a sigle paraeter like

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

ROSE WONG. f(1) f(n) where L the average value of f(n). In this paper, we will examine averages of several different arithmetic functions.

ROSE WONG. f(1) f(n) where L the average value of f(n). In this paper, we will examine averages of several different arithmetic functions. AVERAGE VALUES OF ARITHMETIC FUNCTIONS ROSE WONG Abstract. I this paper, we will preset problems ivolvig average values of arithmetic fuctios. The arithmetic fuctios we discuss are: (1)the umber of represetatios

More information

Contents Two Sample t Tests Two Sample t Tests

Contents Two Sample t Tests Two Sample t Tests Cotets 3.5.3 Two Saple t Tests................................... 3.5.3 Two Saple t Tests Setup: Two Saples We ow focus o a sceario where we have two idepedet saples fro possibly differet populatios. Our

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

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

Coffee Hour Problems of the Week (solutions)

Coffee Hour Problems of the Week (solutions) Coffee Hour Problems of the Week (solutios) Edited by Matthew McMulle Otterbei Uiversity Fall 0 Week. Proposed by Matthew McMulle. A regular hexago with area 3 is iscribed i a circle. Fid the area of a

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

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

Riemann Sums y = f (x)

Riemann Sums y = f (x) Riema Sums Recall that we have previously discussed the area problem I its simplest form we ca state it this way: The Area Problem Let f be a cotiuous, o-egative fuctio o the closed iterval [a, b] Fid

More information

REVIEW OF CALCULUS Herman J. Bierens Pennsylvania State University (January 28, 2004) x 2., or x 1. x j. ' ' n i'1 x i well.,y 2

REVIEW OF CALCULUS Herman J. Bierens Pennsylvania State University (January 28, 2004) x 2., or x 1. x j. ' ' n i'1 x i well.,y 2 REVIEW OF CALCULUS Hera J. Bieres Pesylvaia State Uiversity (Jauary 28, 2004) 1. Suatio Let x 1,x 2,...,x e a sequece of uers. The su of these uers is usually deoted y x 1 % x 2 %...% x ' j x j, or x 1

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

SEQUENCE AND SERIES NCERT

SEQUENCE AND SERIES NCERT 9. Overview By a sequece, we mea a arragemet of umbers i a defiite order accordig to some rule. We deote the terms of a sequece by a, a,..., etc., the subscript deotes the positio of the term. I view of

More information

Acoustic Field inside a Rigid Cylinder with a Point Source

Acoustic Field inside a Rigid Cylinder with a Point Source Acoustic Field iside a Rigid Cylider with a Poit Source 1 Itroductio The ai objectives of this Deo Model are to Deostrate the ability of Coustyx to odel a rigid cylider with a poit source usig Coustyx

More information

PUTNAM TRAINING, 2008 COMPLEX NUMBERS

PUTNAM TRAINING, 2008 COMPLEX NUMBERS PUTNAM TRAINING, 008 COMPLEX NUMBERS (Last updated: December 11, 017) Remark. This is a list of exercises o Complex Numbers Miguel A. Lerma Exercises 1. Let m ad two itegers such that each ca be expressed

More information

CS 70 Second Midterm 7 April NAME (1 pt): SID (1 pt): TA (1 pt): Name of Neighbor to your left (1 pt): Name of Neighbor to your right (1 pt):

CS 70 Second Midterm 7 April NAME (1 pt): SID (1 pt): TA (1 pt): Name of Neighbor to your left (1 pt): Name of Neighbor to your right (1 pt): CS 70 Secod Midter 7 April 2011 NAME (1 pt): SID (1 pt): TA (1 pt): Nae of Neighbor to your left (1 pt): Nae of Neighbor to your right (1 pt): Istructios: This is a closed book, closed calculator, closed

More information

September 2012 C1 Note. C1 Notes (Edexcel) Copyright - For AS, A2 notes and IGCSE / GCSE worksheets 1

September 2012 C1 Note. C1 Notes (Edexcel) Copyright   - For AS, A2 notes and IGCSE / GCSE worksheets 1 September 0 s (Edecel) Copyright www.pgmaths.co.uk - For AS, A otes ad IGCSE / GCSE worksheets September 0 Copyright www.pgmaths.co.uk - For AS, A otes ad IGCSE / GCSE worksheets September 0 Copyright

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

Chapter 1. Complex Numbers. Dr. Pulak Sahoo

Chapter 1. Complex Numbers. Dr. Pulak Sahoo Chapter 1 Complex Numbers BY Dr. Pulak Sahoo Assistat Professor Departmet of Mathematics Uiversity Of Kalyai West Begal, Idia E-mail : sahoopulak1@gmail.com 1 Module-2: Stereographic Projectio 1 Euler

More information

The Random Walk For Dummies

The Random Walk For Dummies The Radom Walk For Dummies Richard A Mote Abstract We look at the priciples goverig the oe-dimesioal discrete radom walk First we review five basic cocepts of probability theory The we cosider the Beroulli

More information

Area As A Limit & Sigma Notation

Area As A Limit & Sigma Notation Area As A Limit & Sigma Notatio SUGGESTED REFERENCE MATERIAL: As you work through the problems listed below, you should referece Chapter 5.4 of the recommeded textbook (or the equivalet chapter i your

More information

Solution: APPM 1360 Final Spring 2013

Solution: APPM 1360 Final Spring 2013 APPM 36 Fial Sprig 3. For this proble let the regio R be the regio eclosed by the curve y l( ) ad the lies, y, ad y. (a) (6 pts) Fid the area of the regio R. (b) (6 pts) Suppose the regio R is revolved

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

Statistics and Data Analysis in MATLAB Kendrick Kay, February 28, Lecture 4: Model fitting

Statistics and Data Analysis in MATLAB Kendrick Kay, February 28, Lecture 4: Model fitting Statistics ad Data Aalysis i MATLAB Kedrick Kay, kedrick.kay@wustl.edu February 28, 2014 Lecture 4: Model fittig 1. The basics - Suppose that we have a set of data ad suppose that we have selected the

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

[ 11 ] z of degree 2 as both degree 2 each. The degree of a polynomial in n variables is the maximum of the degrees of its terms.

[ 11 ] z of degree 2 as both degree 2 each. The degree of a polynomial in n variables is the maximum of the degrees of its terms. [ 11 ] 1 1.1 Polyomial Fuctios 1 Algebra Ay fuctio f ( x) ax a1x... a1x a0 is a polyomial fuctio if ai ( i 0,1,,,..., ) is a costat which belogs to the set of real umbers ad the idices,, 1,...,1 are atural

More information

NICK DUFRESNE. 1 1 p(x). To determine some formulas for the generating function of the Schröder numbers, r(x) = a(x) =

NICK DUFRESNE. 1 1 p(x). To determine some formulas for the generating function of the Schröder numbers, r(x) = a(x) = AN INTRODUCTION TO SCHRÖDER AND UNKNOWN NUMBERS NICK DUFRESNE Abstract. I this article we will itroduce two types of lattice paths, Schröder paths ad Ukow paths. We will examie differet properties of each,

More information

3sin A 1 2sin B. 3π x is a solution. 1. If A and B are acute positive angles satisfying the equation 3sin A 2sin B 1 and 3sin 2A 2sin 2B 0, then A 2B

3sin A 1 2sin B. 3π x is a solution. 1. If A and B are acute positive angles satisfying the equation 3sin A 2sin B 1 and 3sin 2A 2sin 2B 0, then A 2B 1. If A ad B are acute positive agles satisfyig the equatio 3si A si B 1 ad 3si A si B 0, the A B (a) (b) (c) (d) 6. 3 si A + si B = 1 3si A 1 si B 3 si A = cosb Also 3 si A si B = 0 si B = 3 si A Now,

More information

FLOOR AND ROOF FUNCTION ANALOGS OF THE BELL NUMBERS. H. W. Gould Department of Mathematics, West Virginia University, Morgantown, WV 26506, USA

FLOOR AND ROOF FUNCTION ANALOGS OF THE BELL NUMBERS. H. W. Gould Department of Mathematics, West Virginia University, Morgantown, WV 26506, USA INTEGERS: ELECTRONIC JOURNAL OF COMBINATORIAL NUMBER THEORY 7 (2007), #A58 FLOOR AND ROOF FUNCTION ANALOGS OF THE BELL NUMBERS H. W. Gould Departmet of Mathematics, West Virgiia Uiversity, Morgatow, WV

More information

The z-transform. 7.1 Introduction. 7.2 The z-transform Derivation of the z-transform: x[n] = z n LTI system, h[n] z = re j

The z-transform. 7.1 Introduction. 7.2 The z-transform Derivation of the z-transform: x[n] = z n LTI system, h[n] z = re j The -Trasform 7. Itroductio Geeralie the complex siusoidal represetatio offered by DTFT to a represetatio of complex expoetial sigals. Obtai more geeral characteristics for discrete-time LTI systems. 7.

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

4.1 Sigma Notation and Riemann Sums

4.1 Sigma Notation and Riemann Sums 0 the itegral. Sigma Notatio ad Riema Sums Oe strategy for calculatig the area of a regio is to cut the regio ito simple shapes, calculate the area of each simple shape, ad the add these smaller areas

More information

A Pair of Operator Summation Formulas and Their Applications

A Pair of Operator Summation Formulas and Their Applications A Pair of Operator Suatio Forulas ad Their Applicatios Tia-Xiao He 1, Leetsch C. Hsu, ad Dogsheg Yi 3 1 Departet of Matheatics ad Coputer Sciece Illiois Wesleya Uiversity Blooigto, IL 6170-900, USA Departet

More information

CERTAIN CONGRUENCES FOR HARMONIC NUMBERS Kotor, Montenegro

CERTAIN CONGRUENCES FOR HARMONIC NUMBERS Kotor, Montenegro MATHEMATICA MONTISNIGRI Vol XXXVIII (017) MATHEMATICS CERTAIN CONGRUENCES FOR HARMONIC NUMBERS ROMEO METROVIĆ 1 AND MIOMIR ANDJIĆ 1 Maritie Faculty Kotor, Uiversity of Moteegro 85330 Kotor, Moteegro e-ail:

More information

arxiv: v1 [math.nt] 26 Feb 2014

arxiv: v1 [math.nt] 26 Feb 2014 FROBENIUS NUMBERS OF PYTHAGOREAN TRIPLES BYUNG KEON GIL, JI-WOO HAN, TAE HYUN KIM, RYUN HAN KOO, BON WOO LEE, JAEHOON LEE, KYEONG SIK NAM, HYEON WOO PARK, AND POO-SUNG PARK arxiv:1402.6440v1 [ath.nt] 26

More information

Math 113, Calculus II Winter 2007 Final Exam Solutions

Math 113, Calculus II Winter 2007 Final Exam Solutions Math, Calculus II Witer 7 Fial Exam Solutios (5 poits) Use the limit defiitio of the defiite itegral ad the sum formulas to compute x x + dx The check your aswer usig the Evaluatio Theorem Solutio: I this

More information

Lesson 10: Limits and Continuity

Lesson 10: Limits and Continuity www.scimsacademy.com Lesso 10: Limits ad Cotiuity SCIMS Academy 1 Limit of a fuctio The cocept of limit of a fuctio is cetral to all other cocepts i calculus (like cotiuity, derivative, defiite itegrals

More information

A string of not-so-obvious statements about correlation in the data. (This refers to the mechanical calculation of correlation in the data.

A string of not-so-obvious statements about correlation in the data. (This refers to the mechanical calculation of correlation in the data. STAT-UB.003 NOTES for Wedesday 0.MAY.0 We will use the file JulieApartet.tw. We ll give the regressio of Price o SqFt, show residual versus fitted plot, save residuals ad fitted. Give plot of (Resid, Price,

More information

Mathematical Preliminaries

Mathematical Preliminaries Matheatical Preliiaries I this chapter we ll review soe atheatical cocepts that will be used throughout this course. We ll also lear soe ew atheatical otatios ad techiques that are iportat for aalysis

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

Bernoulli Number Identities via Euler-Maclaurin Summation

Bernoulli Number Identities via Euler-Maclaurin Summation = Jacob eroulli 654-75 eroulli Nuber Idetities via Euler-Maclauri Suatio Hieu D. Nguye Math Dept Colloquiu Septeber 4, 8 Sus of Powers 3... 3... () 5,5 ()() 6 333,833,5 3...? ( ) 3... ( ) (Pythagoreas)

More information

Chapter 6 Infinite Series

Chapter 6 Infinite Series Chapter 6 Ifiite Series I the previous chapter we cosidered itegrals which were improper i the sese that the iterval of itegratio was ubouded. I this chapter we are goig to discuss a topic which is somewhat

More information

Lebesgue Constant Minimizing Bivariate Barycentric Rational Interpolation

Lebesgue Constant Minimizing Bivariate Barycentric Rational Interpolation Appl. Math. If. Sci. 8, No. 1, 187-192 (2014) 187 Applied Matheatics & Iforatio Scieces A Iteratioal Joural http://dx.doi.org/10.12785/ais/080123 Lebesgue Costat Miiizig Bivariate Barycetric Ratioal Iterpolatio

More information

subcaptionfont+=small,labelformat=parens,labelsep=space,skip=6pt,list=0,hypcap=0 subcaption ALGEBRAIC COMBINATORICS LECTURE 8 TUESDAY, 2/16/2016

subcaptionfont+=small,labelformat=parens,labelsep=space,skip=6pt,list=0,hypcap=0 subcaption ALGEBRAIC COMBINATORICS LECTURE 8 TUESDAY, 2/16/2016 subcaptiofot+=small,labelformat=pares,labelsep=space,skip=6pt,list=0,hypcap=0 subcaptio ALGEBRAIC COMBINATORICS LECTURE 8 TUESDAY, /6/06. Self-cojugate Partitios Recall that, give a partitio λ, we may

More information

Patterns in Complex Numbers An analytical paper on the roots of a complex numbers and its geometry

Patterns in Complex Numbers An analytical paper on the roots of a complex numbers and its geometry IB MATHS HL POTFOLIO TYPE Patters i Complex Numbers A aalytical paper o the roots of a complex umbers ad its geometry i Syed Tousif Ahmed Cadidate Sessio Number: 0066-009 School Code: 0066 Sessio: May

More information

Jacobi symbols. p 1. Note: The Jacobi symbol does not necessarily distinguish between quadratic residues and nonresidues. That is, we could have ( a

Jacobi symbols. p 1. Note: The Jacobi symbol does not necessarily distinguish between quadratic residues and nonresidues. That is, we could have ( a Jacobi sybols efiitio Let be a odd positive iteger If 1, the Jacobi sybol : Z C is the costat fuctio 1 1 If > 1, it has a decopositio ( as ) a product of (ot ecessarily distict) pries p 1 p r The Jacobi

More information

APPENDIX F Complex Numbers

APPENDIX F Complex Numbers APPENDIX F Complex Numbers Operatios with Complex Numbers Complex Solutios of Quadratic Equatios Polar Form of a Complex Number Powers ad Roots of Complex Numbers Operatios with Complex Numbers Some equatios

More information

We are mainly going to be concerned with power series in x, such as. (x)} converges - that is, lims N n

We are mainly going to be concerned with power series in x, such as. (x)} converges - that is, lims N n Review of Power Series, Power Series Solutios A power series i x - a is a ifiite series of the form c (x a) =c +c (x a)+(x a) +... We also call this a power series cetered at a. Ex. (x+) is cetered at

More information

Math 116 Practice for Exam 3

Math 116 Practice for Exam 3 Math 6 Practice for Exam Geerated October 0, 207 Name: SOLUTIONS Istructor: Sectio Number:. This exam has 7 questios. Note that the problems are ot of equal difficulty, so you may wat to skip over ad retur

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

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

Chapter 5.4 Practice Problems

Chapter 5.4 Practice Problems EXPECTED SKILLS: Chapter 5.4 Practice Problems Uderstad ad kow how to evaluate the summatio (sigma) otatio. Be able to use the summatio operatio s basic properties ad formulas. (You do ot eed to memorize

More information

CHAPTER 10 INFINITE SEQUENCES AND SERIES

CHAPTER 10 INFINITE SEQUENCES AND SERIES CHAPTER 10 INFINITE SEQUENCES AND SERIES 10.1 Sequeces 10.2 Ifiite Series 10.3 The Itegral Tests 10.4 Compariso Tests 10.5 The Ratio ad Root Tests 10.6 Alteratig Series: Absolute ad Coditioal Covergece

More information

Available online at J. Math. Comput. Sci. 4 (2014), No. 3, ISSN:

Available online at   J. Math. Comput. Sci. 4 (2014), No. 3, ISSN: Available olie at http://scik.org J. Math. Coput. Sci. (1, No. 3, 9-5 ISSN: 197-537 ON SYMMETRICAL FUNCTIONS WITH BOUNDED BOUNDARY ROTATION FUAD. S. M. AL SARARI 1,, S. LATHA 1 Departet of Studies i Matheatics,

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

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

Some results on the Apostol-Bernoulli and Apostol-Euler polynomials

Some results on the Apostol-Bernoulli and Apostol-Euler polynomials Soe results o the Apostol-Beroulli ad Apostol-Euler polyoials Weipig Wag a, Cagzhi Jia a Tiaig Wag a, b a Departet of Applied Matheatics, Dalia Uiversity of Techology Dalia 116024, P. R. Chia b Departet

More information

A new sequence convergent to Euler Mascheroni constant

A new sequence convergent to Euler Mascheroni constant You ad Che Joural of Iequalities ad Applicatios 08) 08:7 https://doi.org/0.86/s3660-08-670-6 R E S E A R C H Ope Access A ew sequece coverget to Euler Mascheroi costat Xu You * ad Di-Rog Che * Correspodece:

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

Carleton College, Winter 2017 Math 121, Practice Final Prof. Jones. Note: the exam will have a section of true-false questions, like the one below.

Carleton College, Winter 2017 Math 121, Practice Final Prof. Jones. Note: the exam will have a section of true-false questions, like the one below. Carleto College, Witer 207 Math 2, Practice Fial Prof. Joes Note: the exam will have a sectio of true-false questios, like the oe below.. True or False. Briefly explai your aswer. A icorrectly justified

More information

ECE 901 Lecture 4: Estimation of Lipschitz smooth functions

ECE 901 Lecture 4: Estimation of Lipschitz smooth functions ECE 9 Lecture 4: Estiatio of Lipschitz sooth fuctios R. Nowak 5/7/29 Cosider the followig settig. Let Y f (X) + W, where X is a rado variable (r.v.) o X [, ], W is a r.v. o Y R, idepedet of X ad satisfyig

More information

FACTORS OF SUMS OF POWERS OF BINOMIAL COEFFICIENTS. Dedicated to the memory of Paul Erdős. 1. Introduction. n k. f n,a =

FACTORS OF SUMS OF POWERS OF BINOMIAL COEFFICIENTS. Dedicated to the memory of Paul Erdős. 1. Introduction. n k. f n,a = FACTORS OF SUMS OF POWERS OF BINOMIAL COEFFICIENTS NEIL J. CALKIN Abstract. We prove divisibility properties for sus of powers of bioial coefficiets ad of -bioial coefficiets. Dedicated to the eory of

More information

x+ 2 + c p () x c p () x is an arbitrary function. ( sin x ) dx p f() d d f() dx = x dx p cosx = cos x+ 2 d p () x + x-a r (1.

x+ 2 + c p () x c p () x is an arbitrary function. ( sin x ) dx p f() d d f() dx = x dx p cosx = cos x+ 2 d p () x + x-a r (1. Super Derivative (No-iteger ties Derivative). Super Derivative ad Super Differetiatio Defitio.. p () obtaied by cotiuig aalytically the ide of the differetiatio operator of Higher Derivative of a fuctio

More information

Complex Analysis Spring 2001 Homework I Solution

Complex Analysis Spring 2001 Homework I Solution Complex Aalysis Sprig 2001 Homework I Solutio 1. Coway, Chapter 1, sectio 3, problem 3. Describe the set of poits satisfyig the equatio z a z + a = 2c, where c > 0 ad a R. To begi, we see from the triagle

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

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

Problem Cosider the curve give parametrically as x = si t ad y = + cos t for» t» ß: (a) Describe the path this traverses: Where does it start (whe t =

Problem Cosider the curve give parametrically as x = si t ad y = + cos t for» t» ß: (a) Describe the path this traverses: Where does it start (whe t = Mathematics Summer Wilso Fial Exam August 8, ANSWERS Problem 1 (a) Fid the solutio to y +x y = e x x that satisfies y() = 5 : This is already i the form we used for a first order liear differetial equatio,

More information

3. Z Transform. Recall that the Fourier transform (FT) of a DT signal xn [ ] is ( ) [ ] = In order for the FT to exist in the finite magnitude sense,

3. Z Transform. Recall that the Fourier transform (FT) of a DT signal xn [ ] is ( ) [ ] = In order for the FT to exist in the finite magnitude sense, 3. Z Trasform Referece: Etire Chapter 3 of text. Recall that the Fourier trasform (FT) of a DT sigal x [ ] is ω ( ) [ ] X e = j jω k = xe I order for the FT to exist i the fiite magitude sese, S = x [

More information

HOMEWORK #10 SOLUTIONS

HOMEWORK #10 SOLUTIONS Math 33 - Aalysis I Sprig 29 HOMEWORK # SOLUTIONS () Prove that the fuctio f(x) = x 3 is (Riema) itegrable o [, ] ad show that x 3 dx = 4. (Without usig formulae for itegratio that you leart i previous

More information

On Generalized Fibonacci Numbers

On Generalized Fibonacci Numbers Applied Mathematical Scieces, Vol. 9, 215, o. 73, 3611-3622 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/1.12988/ams.215.5299 O Geeralized Fiboacci Numbers Jerico B. Bacai ad Julius Fergy T. Rabago Departmet

More information

THE CONCEPT OF THE ROOT LOCUS. H(s) THE CONCEPT OF THE ROOT LOCUS

THE CONCEPT OF THE ROOT LOCUS. H(s) THE CONCEPT OF THE ROOT LOCUS So far i the tudie of cotrol yte the role of the characteritic equatio polyoial i deteriig the behavior of the yte ha bee highlighted. The root of that polyoial are the pole of the cotrol yte, ad their

More information

Hoggatt and King [lo] defined a complete sequence of natural numbers

Hoggatt and King [lo] defined a complete sequence of natural numbers REPRESENTATIONS OF N AS A SUM OF DISTINCT ELEMENTS FROM SPECIAL SEQUENCES DAVID A. KLARNER, Uiversity of Alberta, Edmoto, Caada 1. INTRODUCTION Let a, I deote a sequece of atural umbers which satisfies

More information

AP Calculus BC Review Applications of Derivatives (Chapter 4) and f,

AP Calculus BC Review Applications of Derivatives (Chapter 4) and f, AP alculus B Review Applicatios of Derivatives (hapter ) Thigs to Kow ad Be Able to Do Defiitios of the followig i terms of derivatives, ad how to fid them: critical poit, global miima/maima, local (relative)

More information

Wavelet Transform Theory. Prof. Mark Fowler Department of Electrical Engineering State University of New York at Binghamton

Wavelet Transform Theory. Prof. Mark Fowler Department of Electrical Engineering State University of New York at Binghamton Wavelet Trasfor Theory Prof. Mark Fowler Departet of Electrical Egieerig State Uiversity of New York at Bighato What is a Wavelet Trasfor? Decopositio of a sigal ito costituet parts Note that there are

More information

MAT 271 Project: Partial Fractions for certain rational functions

MAT 271 Project: Partial Fractions for certain rational functions MAT 7 Project: Partial Fractios for certai ratioal fuctios Prerequisite kowledge: partial fractios from MAT 7, a very good commad of factorig ad complex umbers from Precalculus. To complete this project,

More information

Chapter 7: The z-transform. Chih-Wei Liu

Chapter 7: The z-transform. Chih-Wei Liu Chapter 7: The -Trasform Chih-Wei Liu Outlie Itroductio The -Trasform Properties of the Regio of Covergece Properties of the -Trasform Iversio of the -Trasform The Trasfer Fuctio Causality ad Stability

More information

A Generalization of Ince s Equation

A Generalization of Ince s Equation Joural of Applied Matheatics ad Physics 7-8 Published Olie Deceber i SciRes. http://www.scirp.org/oural/ap http://dx.doi.org/.36/ap..337 A Geeralizatio of Ice s Equatio Ridha Moussa Uiversity of Wiscosi

More information

Data Analysis and Statistical Methods Statistics 651

Data Analysis and Statistical Methods Statistics 651 Data Aalysis ad Statistical Methods Statistics 651 http://www.stat.tau.edu/~suhasii/teachig.htl Suhasii Subba Rao Exaple The itroge cotet of three differet clover plats is give below. 3DOK1 3DOK5 3DOK7

More information