Question
Two dice A and B are rolled. Let the numbers obtained on A and B be and respectively. If the variance of is , where and are co-prime, then the sum of the positive divisors of is equal to :
Options
Solution
Here is a clear, educational, and well-structured solution to the problem.
1. Key Concepts and Formulas
To solve this problem, we will utilize fundamental concepts from probability and statistics:
- Expected Value ( or Mean): For a discrete random variable with possible values and probabilities , its expected value is given by:
- Variance (): This measures the spread of the values of a random variable around its expected value. It is defined by the formula: where .
- Sum of Positive Divisors (): For a positive integer with prime factorization , the sum of its positive divisors is: This can also be expressed as .
2. Step-by-Step Solution
Step 1: Define the Random Variable and its Sample Space.
- What we are doing: We identify the random variables involved and determine the range of values for our target random variable, .
- Why we are doing this: Clearly defining the random variable and its possible outcomes is the first crucial step to constructing its probability distribution.
- Calculations: Let be the outcome on die A and be the outcome on die B. The possible values for and are . Since two dice are rolled, there are equally likely outcomes . Our random variable is . The minimum value of occurs when and , so . The maximum value of occurs when and , so . Thus, the possible values for are .
Step 2: Construct the Probability Distribution of .
- What we are doing: We systematically determine the number of ways each value of can occur and then calculate its probability.
- Why we are doing this: The expected value and variance calculations depend directly on this probability distribution.
- Calculations: We count the number of pairs such that for each . Each pair has a probability of .
| Pairs | Number of Cases () | ||
|---|---|---|---|
| 1 | |||
| 2 | |||
| 3 | |||
| 4 | |||
| 5 | |||
| 6 | |||
| 5 | |||
| 4 | |||
| 3 | |||
| 2 | |||
| 1 |
Notice the symmetry in the probabilities: for . This property will simplify our calculations.
Step 3: Calculate the Expected Value .
- What we are doing: We apply the formula using the distribution from Step 2.
- Why we are doing this: is a necessary component for calculating the variance.
- Calculations: Due to the symmetry of the distribution (), each positive term cancels out its corresponding negative term: So, .
Step 4: Calculate the Expected Value .
- What we are doing: We apply the formula .
- Why we are doing this: is the other necessary component for calculating the variance.
- Calculations: Since , the terms for and will be identical. Grouping symmetric terms: Simplifying the fraction by dividing numerator and denominator by their greatest common divisor, 6:
Step 5: Calculate the Variance .
- What we are doing: We use the formula with the values calculated in previous steps.
- Why we are doing this: This is the primary objective of the first part of the problem.
- Calculations: Substitute and : The problem states that the variance is , where and are co-prime. Here, and . To confirm they are co-prime: Prime factors of are . Prime factors of are . They share no common prime factors, so and are indeed co-prime.
Step 6: Find the Sum of Positive Divisors of .
- What we are doing: We find the sum of positive divisors for .
- Why we are doing this: This is the final requirement of the question.
- Calculations: The value of is . First, find the prime factorization of : . Using the sum of divisors formula : Alternatively, listing the divisors of 35: . Sum of divisors .
3. Common Mistakes & Tips
- Leverage Symmetry: Always check if the probability distribution is symmetric. If , then will be , significantly simplifying calculations.
- Alternative Variance Calculation: For independent random variables and , . For a single fair die roll, and . So, . Since and are independent and identically distributed, . This is a much faster method if you are familiar with these properties.
- Co-prime Check: Ensure that after calculating the variance , you simplify the fraction to its lowest terms so that and are truly co-prime before proceeding to the next step.
- Arithmetic Errors: Be meticulous with additions and multiplications, especially when summing many terms for .
4. Summary
We began by defining the random variable and constructing its probability distribution by enumerating all possible outcomes of two dice rolls. We observed the symmetry of the distribution, which allowed us to quickly determine . We then calculated by summing for all possible values. Using the variance formula, , we found the variance to be . Identifying and as co-prime, the final step was to calculate the sum of the positive divisors of , which is 48.
The final answer is , which corresponds to option (A).