Math Problem Statement
Let X be the lifetime of a microwave oven. Assume that X follows a uniform distribution between 6 and 14 years.
a. Calculate the mean of this distribution. b. Calculate the standard deviation of this distribution. c. What is the probability a particular microwave oven lasts between 10 and 14 years? d. What is the probability a microwave oven will last less than 8 years?
Solution
Let be the lifetime of a microwave oven, which follows a uniform distribution between 6 and 14 years. A uniform distribution over an interval is denoted as .
Given:
- (minimum value)
- (maximum value)
Part (a): Mean of the distribution
The mean of a uniform distribution is given by:
Answer to (a):
The mean of this distribution is 10 years.
Part (b): Standard deviation of the distribution
The standard deviation of a uniform distribution is given by:
Answer to (b):
The standard deviation of this distribution is approximately 2.31 years.
Part (c): Probability that a microwave lasts between 10 and 14 years
The probability density function (PDF) of a uniform distribution is given by:
The probability that lies between two values and within the range is given by:
For and :
Answer to (c):
The probability that a microwave oven lasts between 10 and 14 years is 0.5.
Part (d): Probability that a microwave lasts less than 8 years
Using the same formula:
Answer to (d):
The probability that a microwave oven lasts less than 8 years is 0.25.
Would you like a more detailed explanation of any part of this solution?
Related Questions:
- What is the probability that a microwave oven lasts more than 12 years?
- How does the uniform distribution differ from other continuous distributions like the normal distribution?
- What is the cumulative distribution function (CDF) for a uniform distribution, and how can it be used here?
- How do we find the median for a uniform distribution between 6 and 14 years?
- How does changing the interval [6, 14] affect the mean and standard deviation of the distribution?
Tip:
The mean of a uniform distribution is always the midpoint of the interval . This makes it easy to calculate without needing any complex formulas!
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Math Problem Analysis
Mathematical Concepts
Probability
Uniform Distribution
Statistics
Formulas
Mean of a uniform distribution: μ = (a + b) / 2
Standard deviation of a uniform distribution: σ = (b - a) / √12
Probability for interval in uniform distribution: P(x1 ≤ X ≤ x2) = (x2 - x1) / (b - a)
Theorems
-
Suitable Grade Level
College/University
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