Negative Binomial Distribution Flashcards

0
Q

What is the variance of a negative binomial distribution?

A

r(1-p)/p^2

Where r is the number of successes and p is the probability of success.

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1
Q

What is the expected value of a negative binomial distribution?

A

r/p

where r is the number of successes and p is the probability of success.

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2
Q

What is the PMF of the negative binomial random variable in terms of non-interesting events (Y)?

A

P(Y=y) = ((r+y-1)C(y)) p^r (1-p)^y

Where y is the number of non-interesting events, p is the probability of success and r is the number of successes.

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3
Q

What is the PMF of the negative binomial distribution with respect to number of trials?

A

P(X=n) = ((n-1)C(r-1)) p^r (1-p)^n-r

Where p is the probability of success, n is the number if trials and r is the number of successes.

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4
Q

Repeatedly roll a fair die until the outcome 3 has occurred for the 4th time. Let X be the number of times needed in order to achieve the goal. Find E(x) and Var(x).

A
E(x) = 24
Var(x) = 119.79
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5
Q

Repeatedly roll a fair die until the outcome 3 has occurred for the 4th time. Let X be the number of times needed in order to achieve the goal. Find E(x) and Var(x).

A

What type of distribution is needed to solve this problem?

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6
Q

Consider a 52-card deck. Repeatedly draw a card with replacement and record it’s face value. Let X be the number of trials needed to get 3 kings.

What type of distribution is needed to solve this question and what is the PMF?

A

Negative Binomial

P(X=n) = ((n-1)C(r-1)) p^r (1-p)^(n-r)

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7
Q

Consider a 52-card deck. Repeatedly draw a card with replacement and record it’s face value. Let X be the number of trials needed to get 3 kings.

What is the probability that X=39?

A

.0179

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8
Q

What is the moment generating function of the negative binomial distribution?

A

(p/(1-qe^t))^r

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