binomial_distributions

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BINOMIAL DISTRIBUTIONS

• A medical center has 8 ambulances. Given the ambulance’s current condition, regular maintenance, and restocking of medical supplies, the probability of an ambulance being operational is 0.96. Find the probability that at least 6 of the 8 ambulances are operational. We will solve this problem later.

BINOMIAL EXPERIMENT

• A probability experiment is a binomial

experiment if both of the following conditions are met:

• The experiment consists of n trials whose outcomes are either successes

(the outcome is the event in question)

or failures (the outcome is not event in question.)

BINOMIAL EXPERIMENT (CON’T)

• In a binomial experiment, the trials are identical and independent with a constant probability of success, known as p, and a constant probability of failure, known as 1 – p. In other words, since there is a constant probability of success, this means that the probability of success will be the same for each and every trial of the experiment.

Finding a Binomial Probability

• In a binomial experiment consisting of

n trials, the probability, P, of r successes (where 0 ≤ r n , p is the probability of success, and 1-p is the probability of failure) is given by the following formula:

P = n

C r p r (1 – p) n-r

Example: Finding a Binomial

Probability

• According to a survey taken by USA

TODAY, about 37% of adults believe that

UFOs really exist. Suppose you randomly survey 6 adults. What is the probability that exactly 2 of them believe that

UFOs really exists?

SOLUTION

• Let p = 0.37 be the probability that a randomly selected adult believes that UFOs really exist.

By survey 6 adults, you are conducting n = 6 independent trials. The probability of getting exactly r = 2 successes is:

• P( r=2) =

6

C

2

(0.37) 2 (1- 0.37) 6-2

6!

2 (0.63) 4

≈ 0.323, or 32%

Constructing a Binomial Distribution

0.35

0.3

0.25

0.2

0.15

0.1

0.05

0

0 1 2 3 4 5 6

Number of Believers in UFOs

SOLUTION TO UFO PROBLEM

• The previous slide showed the binomial distribution in a histogram.

• Here are the solution values for the individual r values:

• P(r = 0) =

6

C

0

(0.37) 0 (0.63) 6 ≈ 0.063

• P(r = 1) =

6

C

1

(0.37) 1 (0.63) 5 ≈ 0.220

• P(r = 2) =

6

C

2

(0.37) 2 (0.63) 4 ≈ 0.323

• P(r = 3) =

6

C

3

(0.37) 3 (0.63) 3 ≈ 0.253

• P(r = 4) =

6

C

4

(0.37) 4 (0.63) 2 ≈ 0.112

• P(r = 5) =

6

C

5

(0.37) 5 (0.63) 1 ≈ 0.026

• P(r = 6) =

6

C

6

(0.37) 6 (0.63) 0 ≈ 0.003

• The probability of getting at most r = 2 successes is:

• P(r ≤ 2) = P(2) + P(1) + P(0) ≈ .323 + .220 + .063 ≈ 0.606

• The probability that at most 2 of the people believed that UFOs really exist is about 61%

Back to the

• Problem: Find the probability that at least 6 of 8 ambulances are operational. Round to the nearest tenth of a percent.

• At least 6 ambulances are operational when exactly

6,7,or 8 ambulances are operational.

• Find P(exactly 6) + P(exactly 7)+ P(exactly 8)

• Use n = 8, p = 0.96, and 1- p = 1 – 0.96

• Use the Binomial Probability formula that we used in the

UFO problem. It is on slide #4.

Chicken Problem

• For a science project you are incubating 12 chicken eggs. The probability that a chick is female is 0.5.

• Start by calculating each binomial probability using this formula:

• P (r) = n

C r

(0.5) r (0.5) n-r = n

C r

(0.5) n

• Then draw a histogram of the binomial distribution based on the probability that exactly r of the chicks are female.

• Finally, find the most likely number of female chicks.

• What do you notice about the distribution of bars on your histogram? How does it compare with the UFO histogram?

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