Question
Three rotten apples are mixed accidently with seven good apples and four apples are drawn one by one without replacement. Let the random variable X denote the number of rotten apples. If and represent mean and variance of X, respectively, then is equal to :
Options
Solution
1. Key Concepts and Formulas
- Hypergeometric Distribution: This distribution models the probability of successes in draws, without replacement, from a finite population of size that contains successes.
- Parameters:
- : Total population size.
- : Number of successes in the population.
- : Sample size (number of draws).
- Mean ( or ): The expected number of successes is given by the formula:
- Variance ( or ): The variability in the number of successes is given by: The term is known as the Finite Population Correction Factor, which accounts for sampling without replacement from a finite population.
- Parameters:
2. Step-by-Step Solution
Step 1: Identify the Distribution and its Parameters
The problem describes a scenario where items (apples) are drawn one by one without replacement from a finite population, and we are interested in the number of "rotten apples" (successes) in the sample. This perfectly fits the definition of a Hypergeometric Distribution.
Let's identify the parameters for this specific problem:
- Total population size (): Total number of apples = .
- Number of successes in the population (): Number of rotten apples = .
- Sample size (): Number of apples drawn = .
- The random variable denotes the number of rotten apples drawn. Based on the parameters, can take integer values from to .
- .
- .
- So, can take values .
Step 2: Calculate the Mean () of X
We use the formula for the mean of a Hypergeometric distribution: Substitute the identified parameters:
Step 3: Calculate the Variance () of X
We use the formula for the variance of a Hypergeometric distribution: Substitute the identified parameters:
Now, plug these values into the variance formula: Let's simplify the terms before multiplying: Now, multiply the numerators and denominators: Simplify the fraction by dividing both numerator and denominator by their greatest common divisor, which is 6:
Step 4: Calculate the required expression
First, calculate : Now, calculate : Finally, calculate :
3. Common Mistakes & Tips
- Misidentifying the Distribution: A common error is to confuse the Hypergeometric distribution with the Binomial distribution. Remember, the Hypergeometric distribution is for sampling without replacement from a finite population, while the Binomial distribution is for sampling with replacement or from an infinite population.
- Forgetting the Finite Population Correction Factor: The term in the variance formula is critical for Hypergeometric distributions. Omitting it would lead to an incorrect variance, often the variance of a Binomial distribution.
- Calculation Errors: Be careful with fractions and simplification. It's often easier to simplify fractions at intermediate steps to avoid large numbers.
- Parameter Identification: Double-check that , , and are correctly assigned from the problem statement.
4. Summary
This problem required us to calculate the mean and variance of the number of rotten apples drawn without replacement, which is a classic application of the Hypergeometric distribution. We first identified the distribution parameters: total population , number of rotten apples (successes) , and sample size . Using the standard formulas for the mean () and variance (), we calculated and . Finally, we substituted these values into the expression , which yielded .
5. Final Answer
The final answer is , which corresponds to option (A).