Question
In a binomial distribution , the sum and the product of the mean and the variance are 5 and 6 respectively, then is equal to :
Options
Solution
1. Key Concepts and Formulas
A binomial distribution, denoted as , models the number of successes in independent Bernoulli trials, where each trial has a probability of success. The key parameters and their formulas are:
- Number of Trials (): A positive integer representing the total number of independent trials ().
- Probability of Success (): The probability of success in a single trial, where .
- Probability of Failure (): The probability of failure in a single trial, related to by the equation . Consequently, .
- Mean (): The expected number of successes, given by the formula:
- Variance (): A measure of the spread of the distribution, given by the formula:
2. Step-by-Step Solution
Step 1: Translate the given information into algebraic equations.
- What we are doing: We are converting the problem's descriptive statements about the mean and variance into precise mathematical equations.
- Why we are doing it: This is the foundational step to set up the system of equations that we will solve.
The problem states:
- The sum of the mean and the variance is 5. Substituting the formulas for and :
- The product of the mean and the variance is 6. Substituting the formulas for and :
Step 2: Simplify the initial equations.
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What we are doing: We are simplifying Equation 1 by factoring and Equation 2 by combining terms, to make them easier to work with.
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Why we are doing it: Simplification often reveals relationships between variables and prepares the equations for strategic manipulation.
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Simplifying Equation 1: Factor out the common term :
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Simplifying Equation 2: Multiply the terms:
Step 3: Strategically eliminate variables to solve for .
- What we are doing: We have two equations (1' and 2') with three unknowns (). Our goal is to reduce the number of variables to solve for one. We will use division to eliminate and .
- Why we are doing it: Notice that Equation 1' contains and Equation 2' contains . If we square Equation 1', we will get an term, allowing us to divide Equation 3 by Equation 2' to cancel out .
- Square Equation 1':
- Divide Equation 3 by Equation 2': The terms cancel out:
- Form a quadratic equation for : Cross-multiply: Expand : Distribute the 6: Rearrange into standard quadratic form ():
Step 4: Solve for and validate the solution.
- What we are doing: We solve the quadratic equation obtained in Step 3 for .
- Why we are doing it: This will give us the possible values for . It is crucial to validate these values against the definition of a probability.
We solve the quadratic equation using factorization: We need two numbers that multiply to and add up to . These numbers are and . Factor by grouping: This yields two possible values for :
Validation: Since represents a probability, it must satisfy .
- (approximately 0.667) is within the valid range.
- (1.5) is greater than 1, so it is an invalid probability and must be rejected.
Therefore, the only valid value for is .
Step 5: Determine the remaining parameters and .
- What we are doing: Using the valid value of , we find and then .
- Why we are doing it: We need all parameters () to evaluate the final expression.
- Find : Using the relationship :
- Find : Substitute the values of and into Equation 1': . Multiply both sides by :
Validation: Since represents the number of trials, it must be a positive integer. is a valid value.
Step 6: Calculate the final expression .
- What we are doing: We substitute the determined values of into the expression required by the question.
- Why we are doing it: This is the final step to answer the problem.
We have , , and . Substitute these into : Simplify the terms inside the parenthesis: Convert to a common denominator: Now, multiply by 6:
3. Common Mistakes & Tips
- Parameter Validation: Always remember that and must be probabilities (), and must be a positive integer. Reject any values that violate these conditions.
- Algebraic Errors: Be careful with squaring equations and dividing them. Ensure all terms are handled correctly, especially when expanding binomials like .
- Factoring: Factoring from the sum equation () is a crucial step that simplifies subsequent calculations.
4. Summary
This problem required a thorough understanding of the binomial distribution's mean and variance formulas. We first translated the given sum and product information into two algebraic equations involving and . By strategically manipulating these equations, specifically by squaring one and dividing by the other, we formed a quadratic equation for . After solving for , we validated the solutions to ensure they represented a valid probability. With determined, we easily found and then . Finally, we substituted these derived parameter values into the required expression to arrive at the solution.
The final answer is , which corresponds to option (A).