Math Problem Statement
Five males with an X-linked genetic disorder have one child each. The random variable x is the number of children among the five who inherit the X-linked genetic disorder. Determine whether a probability distribution is given. If a probability distribution is given, find its mean and standard deviation. If a probability distribution is not given, identify the requirements that are not satisfied. x P(x)
0 0.034 1 0.156 2 0.310 3 0.310 4 0.156 5 0.034 Question content area bottom Part 1 Does the table show a probability distribution? Select all that apply. A. Yes, the table shows a probability distribution. B. No, the sum of all the probabilities is not equal to 1. C. No, not every probability is between 0 and 1 inclusive. D. No, the random variable x is categorical instead of numerical. E. No, the random variable x's number values are not associated with probabilities.
Solution
To determine whether the given table represents a probability distribution, we need to verify two key requirements:
- The sum of all probabilities must equal 1: For a set of probabilities to define a distribution, the total probability of all possible outcomes must add up to 1.
- Each individual probability must be between 0 and 1 inclusive: Probabilities represent chances of events, so each probability must fall within this range.
Let's evaluate the given table with these criteria in mind:
0 | 0.034 |
1 | 0.156 |
2 | 0.310 |
3 | 0.310 |
4 | 0.156 |
5 | 0.034 |
Step 1: Check if the sum of probabilities equals 1
We sum the probabilities: Since the sum is 1, the first condition is satisfied.
Step 2: Check if all probabilities are between 0 and 1 inclusive
We observe that all probabilities () are within the range . This condition is also satisfied.
Conclusion:
Since both conditions are satisfied, the table does represent a valid probability distribution.
Answer:
- The correct choice is A: "Yes, the table shows a probability distribution."
Part 2: Finding the Mean and Standard Deviation
The formulas for the mean and standard deviation of a probability distribution are as follows:
- Mean (Expected Value) :
- Variance :
- Standard Deviation :
Let's calculate the mean :
So, the mean is .
Next, we'll calculate the variance :
Thus, the variance is , and the standard deviation is:
Final Answer:
- The mean is .
- The standard deviation is .
Would you like further details or have any questions?
Here are 5 related questions you might explore:
- How does the mean change if the probability distribution shifts?
- Can we calculate the mode for this distribution?
- What is the interpretation of standard deviation in a probability distribution?
- How would a change in one probability affect the overall distribution?
- How does variance help in understanding the spread of a distribution?
Tip: The mean of a probability distribution is often called the "expected value," representing the average outcome over many trials.
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Math Problem Analysis
Mathematical Concepts
Probability Distribution
Expected Value
Variance
Standard Deviation
Formulas
Sum of probabilities must equal 1
0 ≤ P(x) ≤ 1 for all x
Mean (Expected Value): μ = Σ[x * P(x)]
Variance: σ² = Σ[(x - μ)² * P(x)]
Standard Deviation: σ = √σ²
Theorems
Rules of Probability Distribution
Calculation of Mean (Expected Value)
Calculation of Variance and Standard Deviation
Suitable Grade Level
Grades 11-12
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