3. Suppose that we observe two random variables X1, X2, each with a Poisson distribution and mean parameters di and A2 respectively (the pmf for the Poisson distribution in in section 2.4 of the notes, page 23 in backgroundIntro.pdf). For i = 1, 2, let O; = log A¡ = a + Bzi where z1 = 0 and z2 = 1. Suppose that we observe X1 = x1 and X2 = r2 (x; 2 0). (a) Compute the maximum likelihood estimate of a under the null hypothesis Ho: B = 0. (b) Derive the score test for Ho: B = 0. (c) Now let X1+X2 = m and derive the conditional distribution of X2 given m as a function of a and B, a2 and m. (d) Derive the score test for Ho: B = 0 using the conditional distribution. (e) Suppose that in a two-armed randomized trial with equal numbers of subjects per arm we observe 65 and 49 deaths in groups A and B respectively. Assuming that the numbers of deaths follow a Poisson distribution, perform the score test for the null hypothesis that the death rates are the same in the two arms. (Note that this procedure gives a "quick and dirty" uway of assessing the statistical significance of event rates between two equal sized groups.)
3. Suppose that we observe two random variables X1, X2, each with a Poisson distribution and mean parameters di and A2 respectively (the pmf for the Poisson distribution in in section 2.4 of the notes, page 23 in backgroundIntro.pdf). For i = 1, 2, let O; = log A¡ = a + Bzi where z1 = 0 and z2 = 1. Suppose that we observe X1 = x1 and X2 = r2 (x; 2 0). (a) Compute the maximum likelihood estimate of a under the null hypothesis Ho: B = 0. (b) Derive the score test for Ho: B = 0. (c) Now let X1+X2 = m and derive the conditional distribution of X2 given m as a function of a and B, a2 and m. (d) Derive the score test for Ho: B = 0 using the conditional distribution. (e) Suppose that in a two-armed randomized trial with equal numbers of subjects per arm we observe 65 and 49 deaths in groups A and B respectively. Assuming that the numbers of deaths follow a Poisson distribution, perform the score test for the null hypothesis that the death rates are the same in the two arms. (Note that this procedure gives a "quick and dirty" uway of assessing the statistical significance of event rates between two equal sized groups.)
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
Related questions
Concept explainers
Equations and Inequations
Equations and inequalities describe the relationship between two mathematical expressions.
Linear Functions
A linear function can just be a constant, or it can be the constant multiplied with the variable like x or y. If the variables are of the form, x2, x1/2 or y2 it is not linear. The exponent over the variables should always be 1.
Question
Solve part A, B and C
![3. Suppose that we observe two random variables X1, X2, each with a Poisson distribution and
mean parameters di and A2 respectively (the pmf for the Poisson distribution in in section
2.4 of the notes, page 23 in backgroundIntro.pdf). For i = 1,2, let
0; = log A; = a + Bz;
where z1 = 0 and z2 = 1. Suppose that we observe X1 = x1 and X2 = r2 (x; 2 0).
(a) Compute the maximum likelihood estimate of a under the null hypothesis Ho: B = 0.
(b) Derive the score test for Ho: B = 0.
(c) Now let X1+X2 = m and derive the conditional distribution of X2 given m as a function
of a and 3, r2 and m.
(d) Derive the score test for Ho: B = 0 using the conditional distribution.
(e) Suppose that in a two-armed randomized trial with equal numbers of subjects per arm
we observe 65 and 49 deaths in groups A and B respectively. Assuming that the numbers
of deaths follow a Poisson distribution, perform the score test for the null hypothesis
that the death rates are the same in the two arms.
(Note that this procedure gives a “quick and dirty" way of assessing the statistical significance
of event rates between two equal sized groups.)](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2Ff8032ea9-534e-4a7d-a600-c74fea44fe9f%2F5c1527e7-fce8-4586-a67c-ce25fe07f59d%2Ff22xg9e_processed.png&w=3840&q=75)
Transcribed Image Text:3. Suppose that we observe two random variables X1, X2, each with a Poisson distribution and
mean parameters di and A2 respectively (the pmf for the Poisson distribution in in section
2.4 of the notes, page 23 in backgroundIntro.pdf). For i = 1,2, let
0; = log A; = a + Bz;
where z1 = 0 and z2 = 1. Suppose that we observe X1 = x1 and X2 = r2 (x; 2 0).
(a) Compute the maximum likelihood estimate of a under the null hypothesis Ho: B = 0.
(b) Derive the score test for Ho: B = 0.
(c) Now let X1+X2 = m and derive the conditional distribution of X2 given m as a function
of a and 3, r2 and m.
(d) Derive the score test for Ho: B = 0 using the conditional distribution.
(e) Suppose that in a two-armed randomized trial with equal numbers of subjects per arm
we observe 65 and 49 deaths in groups A and B respectively. Assuming that the numbers
of deaths follow a Poisson distribution, perform the score test for the null hypothesis
that the death rates are the same in the two arms.
(Note that this procedure gives a “quick and dirty" way of assessing the statistical significance
of event rates between two equal sized groups.)
Expert Solution
![](/static/compass_v2/shared-icons/check-mark.png)
This question has been solved!
Explore an expertly crafted, step-by-step solution for a thorough understanding of key concepts.
This is a popular solution!
Trending now
This is a popular solution!
Step by step
Solved in 2 steps
![Blurred answer](/static/compass_v2/solution-images/blurred-answer.jpg)
Knowledge Booster
Learn more about
Need a deep-dive on the concept behind this application? Look no further. Learn more about this topic, statistics and related others by exploring similar questions and additional content below.Recommended textbooks for you
![MATLAB: An Introduction with Applications](https://www.bartleby.com/isbn_cover_images/9781119256830/9781119256830_smallCoverImage.gif)
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
![Probability and Statistics for Engineering and th…](https://www.bartleby.com/isbn_cover_images/9781305251809/9781305251809_smallCoverImage.gif)
Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning
![Statistics for The Behavioral Sciences (MindTap C…](https://www.bartleby.com/isbn_cover_images/9781305504912/9781305504912_smallCoverImage.gif)
Statistics for The Behavioral Sciences (MindTap C…
Statistics
ISBN:
9781305504912
Author:
Frederick J Gravetter, Larry B. Wallnau
Publisher:
Cengage Learning
![MATLAB: An Introduction with Applications](https://www.bartleby.com/isbn_cover_images/9781119256830/9781119256830_smallCoverImage.gif)
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
![Probability and Statistics for Engineering and th…](https://www.bartleby.com/isbn_cover_images/9781305251809/9781305251809_smallCoverImage.gif)
Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning
![Statistics for The Behavioral Sciences (MindTap C…](https://www.bartleby.com/isbn_cover_images/9781305504912/9781305504912_smallCoverImage.gif)
Statistics for The Behavioral Sciences (MindTap C…
Statistics
ISBN:
9781305504912
Author:
Frederick J Gravetter, Larry B. Wallnau
Publisher:
Cengage Learning
![Elementary Statistics: Picturing the World (7th E…](https://www.bartleby.com/isbn_cover_images/9780134683416/9780134683416_smallCoverImage.gif)
Elementary Statistics: Picturing the World (7th E…
Statistics
ISBN:
9780134683416
Author:
Ron Larson, Betsy Farber
Publisher:
PEARSON
![The Basic Practice of Statistics](https://www.bartleby.com/isbn_cover_images/9781319042578/9781319042578_smallCoverImage.gif)
The Basic Practice of Statistics
Statistics
ISBN:
9781319042578
Author:
David S. Moore, William I. Notz, Michael A. Fligner
Publisher:
W. H. Freeman
![Introduction to the Practice of Statistics](https://www.bartleby.com/isbn_cover_images/9781319013387/9781319013387_smallCoverImage.gif)
Introduction to the Practice of Statistics
Statistics
ISBN:
9781319013387
Author:
David S. Moore, George P. McCabe, Bruce A. Craig
Publisher:
W. H. Freeman