Generating function Definition and 127 Threads

  1. C

    Calculating the mean and variance from a moment generating function

    Homework Statement Assume that X is squared-Chi-distributed, which means that the moment generating function is given by: m(t)=(1-2t)^{-k/2} Use the mgf to find E(X) and var(X) The Attempt at a Solution I know that m'(0)=E(X), and m''(0)=var(X). So I find...
  2. J

    Cannot tell when a probability generating function converges for |s|<1

    Hi, I have a problem that is already solved... I thought 3 of the 4 functions were probability generating functions, but I got one wrong and don't know why. The solution says g(s)=1+s-s^2 is not a probability generating function. However, g(1)=1 and I think g(s) converges to 1 for |s|<1...
  3. N

    Generating function for groups of order n

    I've done some searching and have thus far come up empty handed, so I'm hoping that someone here knows something that I don't. I'm wondering if there has been any work on the enumeration of groups of order n (up to isomorphism); specifically, has anyone derived a generating function? Ideally...
  4. P

    MHB Probability generating function

    My question is : can a pgf have a constant term? The reason I ask is that I was asked to show the (time) derivative of a pgf was equal to some multiple of the pgf and hence show the pgf was as given. So naturally , I differentiated the given answer and showed it satisfied the equation. But...
  5. P

    What is the generating function proof for Legendre polynomials?

    Hey I've been trying to show that \frac{1}{\sqrt{1+u^2 -2xu}} is a generating function of the polynomials, in other words that \frac{1}{\sqrt{1+u^2 -2xu}}=\sum\limits_{n=0}^{\infty }{{{P}_{n}}(x){{u}^{n}}} My class was told to do this by first finding the binomial series of...
  6. P

    Legendre poly, generating function

    hey guys, my lecturer skipped the proof to show that \frac{1}{\sqrt{1+u^2 -2xu}} is a generating function of the polynomials, he told us that we should do it as an exercise by first finding the binomial series of \frac{1}{\sqrt{1-s}} then insert s = -u2 + 2xu he then said to expand...
  7. D

    Generating function, hamiltonian dynamics

    Homework Statement A canonical transformation is made from (p,q) to (P,Q) through a generating function F=a*cot(Q), where 'a' is a constant. Express p,q in terms of P,Q. Homework Equations The Attempt at a Solution A generating function is supposed to be a bridge between (p,q) and...
  8. L

    A problem while verifying the generating function of Legendre Polynomials.

    Our professor gave us an a problem to solve, she asked us to prove or verify the following identity: http://img818.imageshack.us/img818/5082/6254.png Where \Phi is the Generating function of Legendre polynomials given by: \Phi(x,h)= (1 - 2hx + h2)-1/2 2. This Identity is from...
  9. G

    Generating function of n-point function

    Hey guys, I have a doubt. I was wondering if it is possible to have a generating function Z[J] where its integral has not a linear dependence on J(t), but a quadratic or even cubic dependence, like Z[J]=∫Dq exp{S[q] + ∫ J²(t) q(t)dt}, and how this would alter the calculation of the n-point...
  10. G

    N-point function calculation from a generating function

    If a have ln Z[J] = ∫ J²f(t)dt+ a∫ J³dt + b∫ J^4dt, where J=J(t), and I would like to get the 3-point and 4-point functions, how do I proceed? I have tried to use the regular formula for the n-point function, when you derive Z[J] n times in relation to J(t_1)...J(t_n) and after applies J=0...
  11. fluidistic

    Hamiltonian, generating function, canonical transformation

    Homework Statement Consider a harmonic oscillator with generalized coordinates q and p with a frequency omega and mass m. Let the transformation (p,q) -> (Q,P) be such that F_2(q,P,t)=\frac{qP}{\cos \theta }-\frac{m\omega }{2}(q^2+P^2)\tan \theta. 1)Find K(Q,P) where \theta is a function of...
  12. fluidistic

    Finding a generating function for a canonical transformation

    Homework Statement I'm trying to find a generating function for the canonical transformation Q=\left ( \frac{\sin p}{q} \right ), P=q \cot p.Homework Equations I am not really sure. I know there are 4 different types of generating function. I guess it's totally up to me to choose the type of...
  13. fluidistic

    Canonical transformations, generating function

    Homework Statement Given the generating function F=\sum _i f_i (q_j,t)P_i, 1)Find the corresponding canonical transformations. 2)Show that the transformations of generalized coordinates are canonical transformations. 3)What meaning does the canonical transformation originated by the generating...
  14. W

    Method of Moment Generating Function Help

    Let X1 be a binomial random variable with n1 trials and p1 = 0.2 and X2 be an independent binomial random variable with n2 trials and p2 = 0.8. Find the probability function of Y = X1 + n2 – X2. Exactly how does one calculate the mgf of (n2 - X2)?
  15. W

    Joint Moment Generating Function Help

    Hi, I've no idea where to go with the question below: Joint moment generating function of X and Y - MXY(s,t) = 1/(1-2s-3t+6st) for s<1/2, t<1/3. Find P(min(X,Y) > 0.95) and P(max(X,Y) > 0.8)
  16. S

    Probability Generating Function / Geometric

    Homework Statement a) P(X=x)=pq^x,\,x\geq 0 Find the PGF. b) P(X=x)=pq^{|x|},\,x\,\epsilon\,\text{Z} Find the PGF. 2. The attempt at a solution a) G_X(s)=E(s^X)=\displaystyle\sum_{x\geq 0}pq^x s^x=p\displaystyle\sum_{x\geq 0}(qs)^x=\frac{p}{1-qs} b) Not sure about this one... Is it: as...
  17. J

    Moment Generating Function of normally distributed variable

    Hi guys, I need to find the moment generating function for X ~ N (0,1) and then also the MGF for X2 . I know how to do the first part but I'm unsure for X2. do i use the identity that if Y = aX then MY(t) = E(eY(t)) = E(e(t)aX) or do i just square 2pi-1/2e x2/2 and then solve as...
  18. E

    Generating Function: Formula for Nth Term?

    Does exist general formula for nth term in sequence if I have generative function? In my case, generative function is (1/(1-x))-(1/(1-x^3)).
  19. E

    Find the nth Term of a Generating Function

    If I know generating function of a series, what formula gives nth term? Specifically, my generating function is f(x)=(Ʃ(k=1, to m-1) x^k)/(1-x^m) ***The function represent series: 0,1,1,...,1,0,1,1,...,1,0,... where m is period; i.e. 0,1,1,0,1,1,0 m=3***
  20. E

    Generating Function for 0,1 Sequences with Period m

    What is generating function of these sequences: 0,1,0,1...or 0,1,1,0,1,1,0...or 0,1,1,1,0,1,1,1,0... where m is period, in first example m=2; in the second m=3, and so on. Generating function must be general, so I can just put m.
  21. T

    Probability generating function for random variable

    Homework Statement A random variable X has probability generating function gX(s) = (5-4s2)-1 Calculate P(X=3) and P(X=4) Homework Equations The Attempt at a Solution Ehh don't really know where to go with one... I know: gX(s) = E(sx) = Ʃ p(X=k)(sk) Nit sure how to proceed.. Any help would...
  22. T

    Adding two distributions with same moment generating function

    Homework Statement I wanted to know what the result would be if you added two distributions with the same moment generating function. For example, what would the result be of: Mx(t) + My(t) if Mx(t) = (1/3 + 2/3et) and My(t) = (1/3 + 2/3et) Homework Equations The Attempt at a...
  23. S

    Exploring the Exponential Distribution: Generating Function Method

    Homework Statement F_{X}(x)= λe^{-λx} \;for\; x>0 \;\;\;and \;0 \;otherwise After finding the characteristic function for the Exponential Distribution, which is (I could do this without problem); F_{X}(k)=λ(λ-ik)^{-1} Now the question is; Let X_1,X_2,\ldots,X_i be i.i.d. exponential...
  24. T

    Best way to integrate a moment generating function?

    Homework Statement ∫etxx2e-x Homework Equations M(t) = etx f(x) dx The Attempt at a Solution I know the solution is -1/(t-3)3, however I'm having difficulty integrating the function. UV - ∫ V DU is extremely long and challenging, I'm wondering if there is a shortcut (i.e. quotient rule?)...
  25. T

    Probability Mass Function/Moment Generating Function

    Homework Statement The pmf of a random variable X is given by f(x) = π(1 − π)x for x = 0, 1, ..., ∞, and 0 ≤ π ≤ 1. a) Show that this function actually is a pmf. b) Find E(X). c) Find the moment generating function of X, MX(t) = E(etX). 2. The attempt at a solution My solution was done...
  26. J

    Generating function of a recurrance relation

    Suppose A(x) is a generating function for the sequence a0, a1, a2, . . . that satisfies the recurrence a[n+2] = −a[n+1] + 6a[n] for n > 0, with initial conditions a[0] = 2 and a[1] = −1. Find a formula for A(x) and use it to find an explicit formula for a[n]. I don't know what I am doing...
  27. W

    Moment generating function problem

    From the pdf of X, f(x) = 1/8 e^-x/8, x > 0, find the mgf of Y=X/4 +1. What is then the value of P(2.3 < Y < 4.1)? Homework Statement Homework Equations Moment generating function of exponential distributionThe Attempt at a Solution I have the mgf of X, which is 1/8 / (1/8 - t). I have also...
  28. A

    Derivation of bessel generating function

    Homework Statement The bessel generating function: exp(x*(t-(1/t))/2)=sum from 0 to n(Jn(x)t^(n)) Homework Equations The Attempt at a Solution exp(x*(t-(1/t))/2)=exp((x/2)*t)exp((x/2)*(1/t)) used the McLaurin expansion of exponentials. Not sure how to bring the powers equal to that...
  29. B

    Calculating PDF from MGF: Advice Needed

    My goal here is to at least approximately calculate the probability density function (PDF) given the moment generating function (MGF), M_X(t). I have managed to calculate the exact form of the MGF as an infinite series in t. In principle, if I replace t with it and perform an inverse...
  30. M

    Derive Hermite Polynomial Generating Function from Recurrence Relation

    I am not sure how to format in LaTeX; I apologize for that. The Hermite polynomials Hn(x) (physicist's version) satisfy the recurrence relation, H_{n+1}(x) - 2xHn(x) + 2nH_{n-1}(x) = 0; H0(x) = 1 and H1(x) = 2x: Use this to derive the generating function for the Hermite polynomials...
  31. T

    Hamilton's Equations and Generating Function

    Say we have a Hamiltonian H(q,p,t) and we then transform from p and q to P=P(q,p,t) and Q=Q(q,p,t), with: P\dot{Q}-K=p\dot{q}-H+\frac{d}{dt}F(q,p,Q,P,t) where K is the new Hamiltonian. How do we show that P and Q obey Hamilton's equations with Hamiltonian K? I have tried partial...
  32. Oxymoron

    Moment Generating Function (proof of definition)

    Homework Statement Prove that for a random variable X with continuous probability distribution function f_X(x) that the Moment Generating Function, defined as M_X(t) := E[e^{tX}] is M_X(t) = \int_x^{\infty}e^{tx}f_X(x)dx Homework Equations Above and E[X] =...
  33. S

    Combinatorics: Finding a Generating Function

    Homework Statement A national singing contest has 5 distinct entrants from each state. Use a generating function for modeling the number of ways to pick 20 semifinalists if: a) There is at most 1 person from each state b) There are at most 3 people from each state. Homework...
  34. T

    What is the mistake in this attempt to prove \sum {\frac{x^n}{n}} = -ln(1-x)?

    Homework Statement I am trying to show that \sum{ \frac{x^n}{n}} = -ln(1-x) But I am doing something wrong and I can't find my mistake. Please find my mistake and let me know what it is. Thanks The Attempt at a Solution set f(x)=\sum {\frac{x^n}{n}} then f'(x)= \sum {x^n-1} so...
  35. S

    Probability generating function

    Homework Statement Let Y=x+4. Compute rY(t) in terms of rX Homework Equations The Attempt at a Solution is the answer just r 3X+4 (t) ?
  36. M

    Finding the Probability distribution function given Moment Generating Function

    Hi everyone, So I am taking a statistics course and finding this concept kinda challenging. wondering if someone can help me with the following problem! Suppose X is a discrete random variable with moment generating function M(t) = 2/10 + 1/10e^t + 2/10e^(2t) + 3/10e^(3t) + 2/10e^(4t)...
  37. D

    Definition of moment generating function

    M(t)=E(e^{ty})=\sum_{y=0}^{n} e^{ty}p(y) Is this correct?
  38. M

    Moment generating function help?

    I know that hte MGF is = the E[e^tx] How do i show that if i take a sample (X1;X2; : : :Xn) from the exponential density f(x) = A*e^(-Ax), then the sum Z = sum(Xi) has the gamma density? I found that the MGF for the exponential was A/(t-A) if that helps Thanks
  39. N

    Generating function for Legendre polynomials

    Homework Statement Using binomial expansion, prove that \frac{1}{\sqrt{1 - 2 x u + u^2}} = \sum_{k} P_k(x) u^k. Homework Equations \frac{1}{\sqrt{1 + v}} = \sum_{k} (-1)^k \frac{(2k)!}{2^{2k} (k!)^2} v^k The Attempt at a Solution I simply inserted v = u^2 - 2 x u, then...
  40. D

    Is the Cumulant Generating Function correctly defined?

    Cumulative generating function is K(t)=K_1(t)t+K_2(t)\frac{t^2}{2!}+K_3(t)\frac{t^3}{3!}+... where K_{n}(t)=K^{(n)}(t) Now K(t)=ln M(t)=ln E(e^{ty})=ln E(f(0)+f'(0)\frac {t}{1!}+f''(0)\frac{t^2}{2!}+...)=ln E(1+\frac{t}{1!}y+\frac{t^2}{2!} y^2+...)=ln [1+\frac{t}{1!} E(Y)+\frac{t^2}{2!}...
  41. D

    Is This Moment Generating Function Expression Correct?

    Is the following correct? M(t)=1+t\mu'_1+\frac{t^2}{2!}\mu'_2+\frac{t^3}{3!}\mu'_3+... =\sum_{n=0}^{\infty} \frac {E(Y^n)t^n}{n!} where \mu'_n=E(Y^n)
  42. E

    Moment generating function of a continuous variable

    Homework Statement Find the moment generating of: f(x)=.15e^{-.15x} Homework Equations M_x(t)= \int_{-\infty}^{\infty}{e^{tx}f(x)dx} The Attempt at a Solution I get down to the point (if I've done my calculus correctly) and gotten: \frac{.15e^{(t-.15)x}}{t-.15} \Bigr|...
  43. J

    Finding expected value from moment generating function

    Find E(X) given the moment generating function M_X (t) = 1 / (1-t^2) for |t| < 1. (The pdf is f(x) = 0.5*exp(-|x|), for all x, so graphically you can see that E(X) should be 0.) ---- I know that E(X) = M ' _X (t) = 0 BUT M ' _X (t) = 2x / (1-x^2)^2 which is indeterminate at 0...
  44. Z

    Can You Derive the MGF of Y=-X Using MGF of X Directly?

    Say r.v. X, we have pdf f(x) and mgf Mx(t) defined. Then define Y=-X, y is negative x. Can we get mgf of Y, i.e. My(t) and how? I know I can go the way to get pdf f(y) first then My(t). I want to know if Mx(t) is already in my hands, it should be easier to get My(t) other than do f(y)...
  45. L

    What is a generating function (GF) in physics?

    I am trying to understand CM wrt QFT and found out that I need to understand the HJE. This brought me to reading about all related subjects. The history lesson alone has been awesome. However, now I am reading about the HJE and found the Wikipedia pages lacking as to exactly what is the...
  46. Z

    Moment generating function (Probability)

    given a probability distribution P(x) >0 on a given interval , if we define the moment generatign function M(x)= \int_{a}^{b}dt e^{xt}P(t)dt my question is , if the moment problem is determined, then could we say that ALL the zeros of M(x) are PURELY imaginary ? ia or this is only for...
  47. L

    Generating function for canonical transformation

    Homework Statement Given the transformation Q = p+iaq, P = \frac{p-iaq}{2ia} Homework Equations find the generating function The Attempt at a Solution As far as I know, one needs to find two independent variables and try to solve. I couldn't find such to variables. I've...
  48. E

    Probability generating function

    Homework Statement A random variable X has the generating function f(z) = 1 / (2-z)^2 Find E(X) and Var(X). Homework Equations The Attempt at a Solution Would anyone explain in simpler terms the notion of the generating function, such that I may be able to solve...
  49. S

    Probability generating function (binomial distribution)

    Homework Statement The probabilty generating funtion G is definied for random varibles whos range are \subset {0,1,2,3,...}. If Y is such a random variable we will call it a counting random varible. Its probabiltiy generating function is G(s) = E(s^{y}) for those s's such that E(|s|^{y})) <...
  50. D

    Generating Function- change for a dollar

    Homework Statement If our currency consists of a two-cent coin and three kinds of pennies, how many ways can we make change for a dollar? Homework Equations The Attempt at a Solution the previous part to this problem led to this generating function...
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