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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 ... – PowerPoint PPT presentation

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Title: BINOMIAL DISTRIBUTIONS


1
BINOMIAL DISTRIBUTIONS
  • A medical center has 8 ambulances. Given the
    ambulances 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.

2
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.)

3
BINOMIAL EXPERIMENT (CONT)
  • 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.

4
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 nCr pr (1 p)n-r

5
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?

6
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(r2) 6C2 (0.37)2 (1- 0.37)6-2
  • (0.37)2(0.63)4
  • 0.323, or 32

7
Constructing a Binomial Distribution
Probability
Number of Believers in UFOs
8
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) 6C0(0.37)0(0.63)6 0.063
  • P(r 1) 6C1(0.37)1(0.63)5 0.220
  • P(r 2) 6C2(0.37)2(0.63)4 0.323
  • P(r 3) 6C3(0.37)3(0.63)3 0.253
  • P(r 4) 6C4(0.37)4(0.63)2 0.112
  • P(r 5) 6C5(0.37)5(0.63)1 0.026
  • P(r 6) 6C6(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

9
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.

10
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) nCr (0.5)r (0.5)n-r nCr (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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