The uniform distribution is a continuous probability distribution and is concerned with events that are equally likely to occur. When working out problems that have a uniform distribution, be careful to note if the data is inclusive or exclusive of endpoints.
The mathematical statement of the uniform distribution is
f(x) = 1b−a1b−a for a ≤ x ≤ b
where a = the lowest value of x and b = the highest value of x.
Formulas for the theoretical mean and standard deviation are
μ=a+b2μ=a+b2 and σ=(b−a)212−−−−−√σ=(b−a)212
Example 5.2
The amount of time, in minutes, that a person must wait for a bus is uniformly distributed between zero and 15 minutes, inclusive.
Problem
a. What is the probability that a person waits fewer than 12.5 minutes?
Solution
a. Let X = the number of minutes a person must wait for a bus. a = 0 and b = 15. X ~ U(0, 15). Write the probability density function. f (x) = 115 − 0115 − 0 = 115115 for 0 ≤ x ≤ 15.
Find P (x < 12.5). Draw a graph.
P(x<k)=(base)(height)=(12.5−0)(115)=0.8333P(x<k)=(base)(height)=(12.5-0)(115)=0.8333
The probability a person waits less than 12.5 minutes is 0.8333.
Figure 5.11
Problem
b. On the average, how long must a person wait? Find the mean, μ, and the standard deviation, σ.
Solution
b. μ = a + b2a + b2 = 15 + 0215 + 02 = 7.5. On the average, a person must wait 7.5 minutes.
σ = (b−a)212−−−−−√=(15−0)212−−−−−−√(b-a)212=(15-0)212 = 4.3. The Standard deviation is 4.3 minutes.
Problem
c. Ninety percent of the time, the time a person must wait falls below what value?
NOTE
This asks for the 90th percentile.
Solution
c. Find the 90th percentile. Draw a graph. Let k = the 90th percentile.
P(x<k)=(base)(height)=(k−0)(115)P(x<k)=(base)(height)=(k−0)(115)
0.90=(k)(115)0.90=(k)(115)
k=(0.90)(15)=13.5k=(0.90)(15)=13.5
The 90th percentile is 13.5 minutes. Ninety percent of the time, a person must wait at most 13.5 minutes.
Figure 5.12
Try It 5.2
The total duration of baseball games in the major league in a typical season is uniformly distributed between 447 hours and 521 hours inclusive.
- Find a and b and describe what they represent.
- Write the distribution.
- Find the mean and the standard deviation.
- What is the probability that the duration of games for a team in a single season is between 480 and 500 hours?
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