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Approximating a Binomial Distribution with a Normal Distribution

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Title: Approximating a Binomial Distribution with a Normal Distribution


1
Approximating a Binomial Distribution with a
Normal Distribution
2
Binomial Distribution
  • Discrete- success or failure
  • X number of successes
  • Pproportion of Successes
  • Meannp
  • Variance npq

3
When to Use the Normal to Approximate the
Binomial Distribution
  • When your sample sizegt1000
  • When binomial tables can not handle your sample
    sizes

4
Continuity Correction
  • To convert a binomial (discrete) distribution to
    a normal (continuous distribution), you must use
    the correction for continuity which is

5
Examples of Using the Continuity Correction
  • If your binomial question reads
  • Then the conversion to a continuous would read

6
Examples continued
  • If your binomial question reads
  • Then the conversion to a continuous would read

7
Examples continued
  • If your binomial question reads
  • Then the conversion to a continuous would read

8
Using a Normal to Approximate a Binomial
  • Determine n and p for the binomial
  • Calculate the interval,
  • If the interval lies in the range of 0 to n,
    then the normal will provide a good approximation
    to the binomial.

9
For example 5.54, page 248
  • If n 100 and p.01, can the normal distribution
    be used to approximate this binomial distribution
  • No, because the result does not lie between 0 and
    100

10
For example 5.54, page 248
  • If n 20 and p.6, can the normal distribution be
    used to approximate this binomial distribution
  • Yes, because the result does lie between 0 and
    20

11
Using the Normal to Approximate the Binomial
5.60, page 248
  • 22 of all births in the US occur by Caesarian
    section ( p .22). In a random sample of 1,000
    births, let x be the number that occur by
    Caesarian section.
  • A) mean np1,000(.22)220
  • B) Std dev13.10
  • D) Find

12
5.60 continued
13
Homework for Section 5.5
  • Pages 248-249, 5.54, 5.56, 5.61, 5.67, 5.69

14
The Exponential Distribution ORWaiting Time
Distribution
  • Situations that Produce an Exponential
    Distribution
  • 1) Length of time between emergency arrivals at a
    hospital
  • 2) Length of time between break-downs of
    machinery
  • 3) Length of time between catastrophic events
  • 4) Length of time between sightings of an
    endangered species

15
Probability Distribution, Mean, and Standard
deviation for an Exponential Random Variable x
16
Finding the Area, A, to the right of a number, a,
for an Exponential Distribution
17
Example- Page 253, 5.73
  • With
  • Determine

18
5.73 continued
  • B)

19
Homework Section 5.6
  • Pages 253-254
  • 5.74, 5.75, 5.80, 5.85
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