Math Problem Statement
Solution
Let's go through the problem step by step:
-
Does the table show a probability distribution?
- A valid probability distribution must satisfy two conditions:
- All probabilities must be between 0 and 1.
- The sum of the probabilities must equal 1.
The given table has the following values:
- ,
- ,
- ,
- ,
- ,
- ,
Let's check the sum of these probabilities:
- A valid probability distribution must satisfy two conditions:
- All probabilities are between 0 and 1.
- The sum of probabilities is exactly 1.
Therefore, the table does show a valid probability distribution.
Selection for first part:
- A. Yes, the table shows a probability distribution.
The other options are incorrect because:
- B. All probabilities are between 0 and 1, so this is false.
- C. The sum of probabilities is 1, so this is false.
- D. The variable is numerical (number of children), so this is false.
- E. The values of are properly associated with probabilities, so this is false.
- Finding the Mean (Expected Value) :
The mean of a probability distribution is calculated using the formula:
Let's calculate this:
Mean children.
- Finding the Standard Deviation :
The standard deviation is calculated using the formula:
We already have . Now, let's calculate :
Now, using the formula for standard deviation:
Standard Deviation .
Final answers:
- Yes, the table shows a probability distribution.
- Mean children.
- Standard deviation children.
Do you have any questions or would you like further clarification?
Here are 5 follow-up questions:
- Can you explain the significance of the expected value in probability?
- How does the standard deviation help in interpreting the spread of data?
- What would happen to the distribution if one of the probabilities were larger than 1?
- Why is it important that the sum of probabilities equals 1?
- Can you calculate the variance based on the standard deviation?
Tip: The mean represents the "average" outcome in a probability distribution, and the standard deviation tells us how much the outcomes deviate from the mean on average.
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Math Problem Analysis
Mathematical Concepts
Probability Distributions
Mean (Expected Value)
Standard Deviation
Formulas
The sum of probabilities must equal 1: P(x) = 1
Mean (Expected Value): μ = Σ(x * P(x))
Standard Deviation: σ = sqrt(Σ(x^2 * P(x)) - μ^2)
Theorems
Basic Probability Theorem
Expected Value Formula
Standard Deviation Formula
Suitable Grade Level
Grades 10-12
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