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38 Binomial Experiments-I
1 Binomial experiments are those for which the
outcome from each trial is one of only two
options (“success” or “failure”). The
properties of a binomial experiment are:
1. The experiment is repeated for a fixed
number of trials, where each trial is
independent of all the others.
2. There are only two possible outcomes for
each trial. The outcomes can be classified as
a success (S) or a failure (F).
3. The probability of success is the same for all
trials.
4. The random variable X counts the number of
successful trials out of n trials.
38 Binomial Experiments-II
1
Why is the following a binomial
experiment?
We randomly sample 500 fish from
the population.
We record whether each animal is
mature or immature.
The random variable X is the number
of mature animals.
Binomial Experiments-II
38 (Notation)
1
1. The experiment is repeated for a fixed number of trials
2. There are only two possible outcomes (S and F)
3. The probability of success P(S) is the same for each trial
4. The random variable x counts the number of successful trials
n The number of times a trial is repeated
New p P(S) The probability of a success in a single trial
terms qP(F) The probability of a failure in a single trial,q 1- p
x The number of successes on n trials (x=0,1,..,n)
38 Binomial Probabilities-I
1 In a binomial experiment, the probability
of exactly x successes in n trials is:
P(x) C pxqnx n! pxqnx
n x (n x)!x!
The binomial probability therefore
involves the probability of x successes
and n -x failures multiplied by the
number of ways choosing x successes out
of n trials.
n and p are known as parameters. Much
of statistics involves using data to
estimate the values for unknown
parameters.
38 Binomial Probabilities-II
1 Notation:
X ~ B(n; p)
We read this as “The random variable
X is distributed binomially with
parameters n and p”.
Mean: np
Variance:2 npq
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