Math Problem Statement
An expensive piece of equipment in a laboratory is starting to show signs of age. Let X be the number of days in any week that the equipment is working and suppose that X has the following probability distribution:
x 0 1 2 3 4 5 P(X=x) 0.01 0.09 0.25 0.34 0.24 0.07 In Quiz 3 we calculated the expected value and standard deviation of X.
The probabilities for X actually come from a Binomial distribution with n = 5 trials. The parameter p for this Binomial distribution is
Solution
To find the parameter of the Binomial distribution that matches the given probabilities, we'll use the properties of the Binomial distribution.
The Binomial distribution is defined as:
Given:
- The probabilities for are provided.
To find , we should use the fact that for a Binomial distribution:
We can calculate the expected value using the provided distribution and then set it equal to (since ).
Step 1: Calculate the Expected Value
Substituting the given probabilities:
Step 2: Find
Given :
Thus, the parameter for this Binomial distribution is approximately 0.584.
Would you like more details on this process or have any questions?
Here are 5 related questions for further exploration:
- How would the distribution change if the parameter was slightly higher?
- What is the variance of for this Binomial distribution?
- How does the Binomial distribution relate to the Normal distribution for large ?
- How would you calculate the probability of the equipment working for exactly 4 days?
- What does the standard deviation tell you about the reliability of the equipment?
Tip: When dealing with distributions, understanding both the mean and the variance is crucial for interpreting the behavior of random variables.
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Math Problem Analysis
Mathematical Concepts
Probability Theory
Binomial Distribution
Expected Value
Probability Mass Function
Formulas
Binomial distribution formula: \( P(X = x) = \binom{n}{x} p^x (1-p)^{n-x} \)
Theorems
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Suitable Grade Level
Advanced High School
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