Probability Generating Functions Flashcards

1
Q

If a discrete random variable, X, has a probability mass function P(X=x)…

A
  • The the probability generating function of X is given by Gx(t) = Σ P(X=x)t*
  • Where * is to the power of x, and t is a dummy variable
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2
Q

For any probability generating function Gx(1)

A

= 1

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3
Q

For the probability table below what is the probability generating function

A
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4
Q

For the probability table below what is the probability generating function

A
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5
Q

P(X=x) for binomial distribution X~B(n,p)

A
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6
Q

Probability generating function for binomial distribution, X~B(n,p)

A
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7
Q

Distribution for Poisson, X~Po(λ)

A
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8
Q

Probability generating function for the Poisson distribution

A
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9
Q

Geometric distribution formula

A
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10
Q

Probability generating function for the geometric distribution

A
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11
Q

Negative binomial formula, X~Negative B(r,p)

A
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12
Q

Probability generating function for the Negative binomial, X~Negative B(r,p)

A
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13
Q

For a discrete random variable with probability generating function Gx(t),
E(X) =

A
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14
Q

For a discrete random variable with probability generating function Gx(t),
Var(X) =

A
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15
Q

If X and Y are two indépendant random variables with probability generating function Gx(t) and Gy(t),
The probability generating function of Z = X + Y is given by

A

Gz(t) = Gx(t) x GY(t)

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16
Q

If the discrete random variable X has probability generating function Gx(t),
Then the probability generating function of the discrete random variable Y = aX + b, where a and b are positive integers is given by

A