Math Problem Statement
Solution
The question asks which statement must be TRUE for a fair random number generator that generates numbers on the interval . Let's go through each option:
A. Each number between 0 and 1 is equally likely to occur.
- This describes a uniform distribution, which is typical for a fair random number generator over a continuous interval. In this case, every number between 0 and 1 should have an equal probability of being generated. This is a true statement for a fair generator.
B. The numbers 0 and 1 will not occur.
- For a random number generator on the interval , whether 0 and 1 are included depends on the specific design. In practice, generators usually include 0 and exclude 1 (i.e., ), but they could technically generate both. This is not necessarily true.
C. There should be more numbers generated around 0.5 than around 0 or 1, because 0.5 is the median.
- In a uniform distribution, all numbers are equally likely, so there wouldn't be more numbers around 0.5. This statement would be true if the distribution were normal or bell-shaped, but for a uniform distribution, it's false.
D. Each number between 0 and 1 must have a different probability of occurring.
- This contradicts the idea of a uniform distribution, where every number in the interval has the same probability. So, this statement is false.
Conclusion:
The statement that must be true for a fair random number generator is A: "Each number between 0 and 1 is equally likely to occur."
Would you like further details or explanations? Here are five related questions you might want to consider:
- What is the difference between uniform and normal distributions?
- How do random number generators work computationally?
- Why might some random number generators include 0 but not 1?
- What are the properties of a fair random number generator?
- How can the fairness of a random number generator be tested?
Tip: When dealing with continuous random variables, remember that in a uniform distribution, the probability density function (PDF) is constant across the interval.
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Math Problem Analysis
Mathematical Concepts
Probability
Uniform Distribution
Random Number Generation
Formulas
-
Theorems
Uniform Distribution Theorem
Suitable Grade Level
Grades 10-12
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