**Understanding Glucose Levels and Probability Distributions** **Overview:** Let *x* be a random variable representing the level of glucose in the blood (measured in milligrams per deciliter) after a 12-hour fast. For individuals under 50 years old, *x* is approximately normally distributed with a mean (μ) of 70 and a standard deviation (σ) of 39. A test result of *x* < 40 indicates severe excess insulin, warranting medication. **Exercises:** **(a) Probability of Single Test Result:** - **Question:** What is the probability that, in a single test, *x* < 40? - **Answer:** 0.2209 ✔️ **(b) Probability Distribution for Averaged Tests:** - Suppose a doctor uses the average (x̄) for two tests taken about a week apart. What can we say about the probability distribution of x̄? - **Options:** 1. The distribution of x̄ is approximately normal with μx̄ = 70 and σx̄ = 27.58. 2. The distribution of x̄ is not normal. 3. The distribution of x̄ is approximately normal with μx̄ = 70 and σx̄ = 39. 4. The distribution of x̄ is approximately normal with μx̄ = 70 and σx̄ = 19.50. ✔️ - **Question:** What is the probability that x̄ < 40? - **Answer:** 0.1379 ✔️ **(c) Probability for n = 3 Tests:** - Repeat part (b) for n = 3 tests taken a week apart. - **Incorrect attempt:** 22.5160 ✖️ **(d) Probability for n = 5 Tests:** - Repeat part (b) for n = 5 tests taken a week apart. - **Answer:** 0.0918 ✔️ **Note:** This exercise helps understand the effect of the number of tests on the standard deviation and the probability outcome, applying concepts from normal distribution and the central limit theorem.
**Understanding Glucose Levels and Probability Distributions** **Overview:** Let *x* be a random variable representing the level of glucose in the blood (measured in milligrams per deciliter) after a 12-hour fast. For individuals under 50 years old, *x* is approximately normally distributed with a mean (μ) of 70 and a standard deviation (σ) of 39. A test result of *x* < 40 indicates severe excess insulin, warranting medication. **Exercises:** **(a) Probability of Single Test Result:** - **Question:** What is the probability that, in a single test, *x* < 40? - **Answer:** 0.2209 ✔️ **(b) Probability Distribution for Averaged Tests:** - Suppose a doctor uses the average (x̄) for two tests taken about a week apart. What can we say about the probability distribution of x̄? - **Options:** 1. The distribution of x̄ is approximately normal with μx̄ = 70 and σx̄ = 27.58. 2. The distribution of x̄ is not normal. 3. The distribution of x̄ is approximately normal with μx̄ = 70 and σx̄ = 39. 4. The distribution of x̄ is approximately normal with μx̄ = 70 and σx̄ = 19.50. ✔️ - **Question:** What is the probability that x̄ < 40? - **Answer:** 0.1379 ✔️ **(c) Probability for n = 3 Tests:** - Repeat part (b) for n = 3 tests taken a week apart. - **Incorrect attempt:** 22.5160 ✖️ **(d) Probability for n = 5 Tests:** - Repeat part (b) for n = 5 tests taken a week apart. - **Answer:** 0.0918 ✔️ **Note:** This exercise helps understand the effect of the number of tests on the standard deviation and the probability outcome, applying concepts from normal distribution and the central limit theorem.
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
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