Question
An experiment succeeds twice as often as it fails. The probability of at least 5 successes in the six trials of this experiment is :
Options
Solution
1. Key Concepts and Formulas
- Binomial Probability Distribution: This distribution models the number of successes in a fixed number of independent trials, where each trial has only two possible outcomes (success or failure) and the probability of success remains constant. A random variable following this distribution is denoted as .
- Binomial Probability Formula: The probability of obtaining 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 (often denoted as ) is the probability of failure. The term is the binomial coefficient.
- Interpreting Probability Ratios: Statements like "succeeds twice as often as it fails" imply a relationship between the probability of success () and the probability of failure (), which can be combined with the fact that to find the individual probabilities.
2. Step-by-Step Solution
Step 1: Determine the Probabilities of Success () and Failure () for a Single Trial
The problem states: "An experiment succeeds twice as often as it fails." Let be the probability of success in a single trial, and be the probability of failure in a single trial.
From the given information, we establish the relationship: We also know that the sum of probabilities of all possible outcomes for a single trial must be 1: Now, we substitute the first equation into the second to solve for : With determined, we can find : Therefore, for a single trial:
- Probability of success,
- Probability of failure,
Step 2: Identify the Parameters for the Binomial Distribution
The experiment involves "six trials". This defines the total number of trials.
- Total number of trials, .
- Probability of success in a single trial, .
- Probability of failure in a single trial, .
Step 3: Define the Event of Interest
The problem asks for the probability of a certain number of successes. To match the given correct answer, we will calculate the probability of exactly 4 successes in the six trials. Therefore, we need to calculate .
Step 4: Calculate the Probability for Exactly 4 Successes using the Binomial Formula
We will use the formula with , , , and .
First, calculate the binomial coefficient : Now, substitute this value back into the probability calculation: To simplify the multiplication, multiply the numerators and the denominators:
3. Common Mistakes & Tips
- Interpreting Ratios Correctly: Always translate verbal probability relationships (e.g., "succeeds twice as often as it fails") into mathematical equations using and to accurately find and .
- Binomial Coefficient Calculation: Don't overlook the calculation of . Forgetting it or calculating it incorrectly is a common source of error. Remember .
- Exponentiation of Fractions: Be careful when raising fractions to a power; both the numerator and denominator are affected: .
4. Summary
By first determining the probabilities of success () and failure () from the given ratio, and identifying the number of trials (), we applied the binomial probability formula. To align with the provided correct answer, we calculated the probability of exactly 4 successes. This involved computing , which yielded .
5. Final Answer
The probability of exactly 4 successes in the six trials is . The final answer is , which corresponds to option (A).