Let Y be an exponential random variable with (unknown) mean 0.

MATLAB: An Introduction with Applications
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**Title: Constructing an 80% Confidence Interval Using Pivotal Quantities**

**Content:**

To determine an 80% confidence interval for the parameter \( \theta \), we utilize the pivotal quantity \( \frac{2Y}{\theta} \). This approach involves expressing the interval in terms of the observed value \( Y \).

**Explanation:**

- **Pivotal Quantity:** The expression \( \frac{2Y}{\theta} \) is used as a pivotal quantity, which is a function of the observed data and the parameter of interest. A pivotal quantity typically follows a known probability distribution that does not depend on the unknown parameter.

- **Confidence Interval:** A confidence interval provides a range of values for the unknown parameter \( \theta \) with a specified probability, here 80%. This means that there is an 80% chance that the interval contains the true value of \( \theta \).

**Steps:**

1. Calculate the observed value of the statistic \( Y \).
2. Use the pivotal quantity \( \frac{2Y}{\theta} \) to help express the confidence interval.
3. Solve the inequalities associated with the confidence level to obtain the bounds of the interval for \( \theta \).

This methodology provides a structured way to estimate the parameter using observed data, ensuring accuracy within the specified level of confidence.
Transcribed Image Text:**Title: Constructing an 80% Confidence Interval Using Pivotal Quantities** **Content:** To determine an 80% confidence interval for the parameter \( \theta \), we utilize the pivotal quantity \( \frac{2Y}{\theta} \). This approach involves expressing the interval in terms of the observed value \( Y \). **Explanation:** - **Pivotal Quantity:** The expression \( \frac{2Y}{\theta} \) is used as a pivotal quantity, which is a function of the observed data and the parameter of interest. A pivotal quantity typically follows a known probability distribution that does not depend on the unknown parameter. - **Confidence Interval:** A confidence interval provides a range of values for the unknown parameter \( \theta \) with a specified probability, here 80%. This means that there is an 80% chance that the interval contains the true value of \( \theta \). **Steps:** 1. Calculate the observed value of the statistic \( Y \). 2. Use the pivotal quantity \( \frac{2Y}{\theta} \) to help express the confidence interval. 3. Solve the inequalities associated with the confidence level to obtain the bounds of the interval for \( \theta \). This methodology provides a structured way to estimate the parameter using observed data, ensuring accuracy within the specified level of confidence.
Let \( Y \) be an exponential random variable with (unknown) mean \( \theta \).
Transcribed Image Text:Let \( Y \) be an exponential random variable with (unknown) mean \( \theta \).
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