Chapter 9: Problem 134
In a binomial distribution \(\mathrm{B}\left(n, p=\frac{1}{4}\right)\), if the probability of at least one success is greater than or equal to \(\frac{9}{10}\), then \(\mathrm{n}\) is greater than (A) \(\frac{1}{\log _{10}^{4}-\log _{10}^{3}}\) (B) \(\frac{1}{\log _{10}^{4}+\log _{10}^{3}}\) (C) \(\frac{9}{\log _{10}^{4}-\log _{10}^{3}}\) (D) \(\frac{4}{\log _{10}^{4}-\log _{10}^{3}}\)
Short Answer
Step by step solution
Understanding the Problem
Equation for At Least One Success
Solve the Inequality
Apply Logarithms
Solving for \( n \)
Simplify the Expression
Identifying the Correct Option
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
probability of success
This means that each trial has a 25% chance of being successful, while there's a 75% chance of failure (\( 1-p = \frac{3}{4} \)).
In the exercise, the task is to ensure that having at least one success across multiple trials (\( n \) trials) is highly probable—specifically, with a probability of at least \( \frac{9}{10} \) or 90%.
- Success is defined per the context: for example, rolling a 6 on a die, flipping a heads on a coin, etc.
- In scenarios like these, we apply the binomial formula or logic to determine the outcomes we desire based on given parameters.
inequality solving
\[ (\frac{3}{4})^n \leq \frac{1}{10} \]
This inequality needs to be solved to find the smallest integer value of \( n \) such that the inequality holds true.
- We start by expressing the desired criterion using an important binomial probability property. The inequality transformation stems from recognizing that \( 1 - (1-p)^n \) represents the probability of at least one success.
- Performing algebraic manipulations allows us to isolate \( n \). This transformation is pivotal for translating probability into a more manageable form involving power relations.
logarithms
Applying logarithms here, our inequality becomes:
\[ n \cdot \log_{10}(\frac{3}{4}) \leq \log_{10}(0.1) \]
Logarithms help us to express the powers in terms of products, allowing for easier solution processes. Here’s a step-by-step breakdown:
- Take the log of each side regarding equality: This strategy helps when we need to bring down the power of \( n \) using the properties of logarithms, as \( n \cdot \log(b) \).
- Apply the rule \( \log(a^b) = b \cdot \log(a) \): This is crucial for turning exponential expressions into linear form.
- Simplify the expression: Once logged, rearrange the equation to build one where \( n \) is clearly isolated.