Question
A student appeared in an examination consisting of 8 true-false type questions. The student guesses the answers with equal probability. the smallest value of n, so that the probability of guessing at least 'n' correct answers is less than , is :
Options
Solution
Key Concepts and Formulas
- Binomial Probability Distribution: This distribution models the number of successes in a fixed number of independent Bernoulli trials, where each trial has only two possible outcomes (success or failure) and the probability of success remains constant.
- Binomial Probability Formula: The probability of getting exactly successes in trials is given by: where is the total number of trials, is the number of successes, is the probability of success in a single trial, and is the probability of failure.
- Sum of Binomial Coefficients: For any positive integer , the sum of all binomial coefficients is :
Step-by-Step Solution
Step 1: Identify Parameters and Formulate the Problem
First, let's define the parameters of our binomial distribution.
- Number of Trials (): There are 8 true-false questions, so .
- Probability of Success (): The student guesses with equal probability for a true-false question, meaning there's a chance of guessing correctly. So, .
- Probability of Failure (): The probability of guessing incorrectly is .
Let be the random variable representing the number of correct answers. follows a Binomial Distribution, denoted as .
Using the Binomial Probability Formula, the probability of getting exactly correct answers is:
The problem asks for the smallest value of 'n' such that the probability of guessing at least 'n' correct answers is less than . "At least 'n' correct answers" translates to . So, we need to find the smallest integer (where ) satisfying:
Step 2: Express the Probability as a Sum of Binomial Coefficients
The probability means the sum of probabilities of getting , , ..., up to correct answers. Substituting our simplified formula for : Now, we incorporate this into our inequality from Step 1: To simplify, we multiply both sides by : This inequality states that the sum of binomial coefficients from to must be less than 128.
Step 3: Utilize the Property of Complementary Sums of Binomial Coefficients
We know that the sum of all binomial coefficients for is : We can express the sum using the total sum: Substituting this into our inequality : Now, we rearrange the inequality to isolate the sum we need to evaluate: Our goal is to find the smallest integer for which the sum of binomial coefficients from up to is greater than 128.
Step 4: Evaluate Binomial Coefficients and Determine 'n'
Let's calculate the required binomial coefficients for :
Now, we accumulate the sum and check the condition :
- For (): . Is ? No.
- For (): . Is ? No.
- For (): . Is ? No.
- For (): . Is ? No.
- For (): . Is ? Yes!
The condition is first satisfied when , which means . Therefore, the smallest value of is 5.
Common Mistakes & Tips
- Misinterpreting "at least n": A common mistake is to confuse with (exactly n correct answers) or (at most n correct answers). Always remember that "at least n" implies summing probabilities for .
- Calculation Errors: Carefully compute binomial coefficients. For smaller , direct calculation is fine. Remember the symmetry property: .
- Symmetry of Binomial Distribution (for ): When , the binomial distribution is symmetric around its mean . For , the mean is 4. This means would naturally be .
- .
- .
- By symmetry, .
- . Is ? Yes, because . So works.
- . Is ? No, because . So does not work. This confirms is the smallest value.
- Inequality Direction: Pay close attention to the direction of the inequality sign when rearranging terms, especially when multiplying or dividing by negative numbers (though not applicable in this problem).
Summary
This problem is a standard application of the Binomial Probability Distribution. We first identified the distribution parameters (, ) and formulated the problem as an inequality involving the probability of "at least " correct answers. By expressing this probability as a sum of binomial coefficients and leveraging the property of the total sum of coefficients, we transformed the inequality into a condition on a partial sum of coefficients. Systematically evaluating these sums revealed that is the smallest integer satisfying the given condition.
The final answer is , which corresponds to option (A).