MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
6th Edition
ISBN: 9781119256830
Author: Amos Gilat
Publisher: John Wiley & Sons Inc
Bartleby Related Questions Icon

Related questions

Question

9.

**Educational Text: Understanding Binomial Distribution**

**Introduction:**
This exercise explores the concept of binomial distribution—a fundamental aspect of probability theory. We begin by considering the probabilities regarding the gender of newborns. Assume that each newborn baby has a probability of approximately 0.52 (52%) of being female and 0.48 (48%) of being male.

**Problem Statement:**
For a family with four children, let \( X \) represent the number of children who are girls. The following tasks are presented:

a. Identify the three conditions that must be satisfied for \( X \) to follow a binomial distribution.

b. Identify \( n \) and \( p \) for the binomial distribution.

c. Find the probability that the family has two girls and two boys.

**a. Conditions for a Binomial Distribution:**
The multiple-choice question asks which of the following conditions are necessary for a binomial distribution:

I. The \( n \) trials are independent.

II. Each trial has at least two possible outcomes.

III. The \( n \) trials are dependent.

IV. Each trial has the same probability of a success.

V. There are two trials.

VI. Each trial has two possible outcomes.

The correct answer is C: I, IV, and VI.

- I: The \( n \) trials should be independent.
- IV: Each trial should have the same probability of success.
- VI: Each trial should have precisely two possible outcomes (success/failure).

**b. Parameters for the Binomial Distribution:**
- \( n = 4 \): The number of trials (children).
- \( p = \): The probability of success (having a girl), which is 0.52.

**c. Probability of Two Girls and Two Boys:**
This section involves calculating the probability of obtaining exactly two girls and two boys. The solution would use the binomial probability formula:

\[ P(X = k) = \binom{n}{k} p^k (1-p)^{n-k} \]

where \( \binom{n}{k} \) is the binomial coefficient.

**Conclusion:**
Understanding these conditions and calculations allows us to model real-world scenarios using binomial distribution effectively. By applying the conditions and formulas, predictions regarding probabilistic events can be made with more accuracy.
expand button
Transcribed Image Text:**Educational Text: Understanding Binomial Distribution** **Introduction:** This exercise explores the concept of binomial distribution—a fundamental aspect of probability theory. We begin by considering the probabilities regarding the gender of newborns. Assume that each newborn baby has a probability of approximately 0.52 (52%) of being female and 0.48 (48%) of being male. **Problem Statement:** For a family with four children, let \( X \) represent the number of children who are girls. The following tasks are presented: a. Identify the three conditions that must be satisfied for \( X \) to follow a binomial distribution. b. Identify \( n \) and \( p \) for the binomial distribution. c. Find the probability that the family has two girls and two boys. **a. Conditions for a Binomial Distribution:** The multiple-choice question asks which of the following conditions are necessary for a binomial distribution: I. The \( n \) trials are independent. II. Each trial has at least two possible outcomes. III. The \( n \) trials are dependent. IV. Each trial has the same probability of a success. V. There are two trials. VI. Each trial has two possible outcomes. The correct answer is C: I, IV, and VI. - I: The \( n \) trials should be independent. - IV: Each trial should have the same probability of success. - VI: Each trial should have precisely two possible outcomes (success/failure). **b. Parameters for the Binomial Distribution:** - \( n = 4 \): The number of trials (children). - \( p = \): The probability of success (having a girl), which is 0.52. **c. Probability of Two Girls and Two Boys:** This section involves calculating the probability of obtaining exactly two girls and two boys. The solution would use the binomial probability formula: \[ P(X = k) = \binom{n}{k} p^k (1-p)^{n-k} \] where \( \binom{n}{k} \) is the binomial coefficient. **Conclusion:** Understanding these conditions and calculations allows us to model real-world scenarios using binomial distribution effectively. By applying the conditions and formulas, predictions regarding probabilistic events can be made with more accuracy.
Expert Solution
Check Mark
Knowledge Booster
Background pattern image
Recommended textbooks for you
Text book image
MATLAB: An Introduction with Applications
Statistics
ISBN:9781119256830
Author:Amos Gilat
Publisher:John Wiley & Sons Inc
Text book image
Probability and Statistics for Engineering and th...
Statistics
ISBN:9781305251809
Author:Jay L. Devore
Publisher:Cengage Learning
Text book image
Statistics for The Behavioral Sciences (MindTap C...
Statistics
ISBN:9781305504912
Author:Frederick J Gravetter, Larry B. Wallnau
Publisher:Cengage Learning
Text book image
Elementary Statistics: Picturing the World (7th E...
Statistics
ISBN:9780134683416
Author:Ron Larson, Betsy Farber
Publisher:PEARSON
Text book image
The Basic Practice of Statistics
Statistics
ISBN:9781319042578
Author:David S. Moore, William I. Notz, Michael A. Fligner
Publisher:W. H. Freeman
Text book image
Introduction to the Practice of Statistics
Statistics
ISBN:9781319013387
Author:David S. Moore, George P. McCabe, Bruce A. Craig
Publisher:W. H. Freeman