2. Consider the Markov chain X = (Xn)neN with state space I = {A, B, C, D, E, F, G, H} and one step transition probabilities given in the following diagram: B TH HIN TH 3 4 E 11 13 1 2137 (a) Decompose the state space into its communicating classes and state the period of each class. Hence, identify the set of transient states T and a communicating class of recurrent states R. (b) Write down the one-step transition matrix P for the discrete parameter Markov chain Y with state space R, that is, the restriction of the Markov chain X to the recurrent class RCI. (c) What conditions does an invariant probability mass function for a discrete time Markov chain satisfy? Find π for the Markov chain Y.
2. Consider the Markov chain X = (Xn)neN with state space I = {A, B, C, D, E, F, G, H} and one step transition probabilities given in the following diagram: B TH HIN TH 3 4 E 11 13 1 2137 (a) Decompose the state space into its communicating classes and state the period of each class. Hence, identify the set of transient states T and a communicating class of recurrent states R. (b) Write down the one-step transition matrix P for the discrete parameter Markov chain Y with state space R, that is, the restriction of the Markov chain X to the recurrent class RCI. (c) What conditions does an invariant probability mass function for a discrete time Markov chain satisfy? Find π for the Markov chain Y.
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
Question
![2. Consider the Markov chain X = (Xn)neN with state space I = = {A, B, C, D, E, F, G, H} and
one step transition probabilities given in the following diagram:
1
534
(0)
A
71
WIN
(a) Decompose the state space into its communicating classes and state the period of
each class. Hence, identify the set of transient states T and a communicating class of
recurrent states R.
(b) Write down the one-step transition matrix P for the discrete parameter Markov chain
Y with state space R, that is, the restriction of the Markov chain X to the recurrent
class RCI.
(c) What conditions does an invariant probability mass function for a discrete time
Markov chain satisfy? Find for the Markov chain Y.](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2Fa574767a-1b28-48ab-9fd0-f3b0aa8802f7%2Fba38eb23-7b5f-4759-aba5-3fc40af592b3%2F644tp8b_processed.png&w=3840&q=75)
Transcribed Image Text:2. Consider the Markov chain X = (Xn)neN with state space I = = {A, B, C, D, E, F, G, H} and
one step transition probabilities given in the following diagram:
1
534
(0)
A
71
WIN
(a) Decompose the state space into its communicating classes and state the period of
each class. Hence, identify the set of transient states T and a communicating class of
recurrent states R.
(b) Write down the one-step transition matrix P for the discrete parameter Markov chain
Y with state space R, that is, the restriction of the Markov chain X to the recurrent
class RCI.
(c) What conditions does an invariant probability mass function for a discrete time
Markov chain satisfy? Find for the Markov chain Y.
![(d) Stating any general results that you appeal to, deduce the following:
i. Y is positive recurrent,
ii. the distribution of Y after it has been running for a very long time,
iii. the long-term proportion of time spent in each of the states,
iv. the average time, ET;, for Y to first return to each state i,
v. the long-term average value of f(X₂), where ƒ : I → R is a function with f(A)
ƒ(B) = 2, ƒ(C) = 3, ƒ (D) = 4, ƒ (E) = 5, ƒ (F) = ƒ(G) = f(H) = 6,
= 1.
vi. starting initially in state B, what is the average number of visits made to state C
before first returning to B.](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2Fa574767a-1b28-48ab-9fd0-f3b0aa8802f7%2Fba38eb23-7b5f-4759-aba5-3fc40af592b3%2Fvkvmwv_processed.png&w=3840&q=75)
Transcribed Image Text:(d) Stating any general results that you appeal to, deduce the following:
i. Y is positive recurrent,
ii. the distribution of Y after it has been running for a very long time,
iii. the long-term proportion of time spent in each of the states,
iv. the average time, ET;, for Y to first return to each state i,
v. the long-term average value of f(X₂), where ƒ : I → R is a function with f(A)
ƒ(B) = 2, ƒ(C) = 3, ƒ (D) = 4, ƒ (E) = 5, ƒ (F) = ƒ(G) = f(H) = 6,
= 1.
vi. starting initially in state B, what is the average number of visits made to state C
before first returning to B.
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.
Step 1: Write the given information
VIEWStep 2: Identify the communicating classes and state the period of each class
VIEWStep 3: Write down the one-step transition matrix P for the Markov chain Y with state space R
VIEWStep 4: State the conditions for the invariant probability mass function π and find π for the Markov chain Y
VIEWSolution
VIEWStep by step
Solved in 5 steps with 47 images
![Blurred answer](/static/compass_v2/solution-images/blurred-answer.jpg)
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