SlideShare a Scribd company logo
1 of 1
Download to read offline
Home Work 4
MTH 412
Applied Stochastic Process
1. Prove that for an Ergodic Markov chain the stationary distribution is unique.
2. Consider the following transition probability matrix with the state space S = {0, 1, 2, 3}
P =





1/6 1/3 1/2 0
1/2 1/2 0 0
1/6 1/3 1/2 0
0 1/6 1/3 1/2





Find the recurrent and transient classes. Find the probability that starting from the
transient state i, it is going to get absorbed in the given recurrent state j. Find the
expected time to get absorbed in a recurrent class.
3. For a finite absorbing chain suppose the transition probability matrix P is written as
follows:
P =
P1 0
R1 Q
Find Pn
.
4. Prove or give a counter example that for an infinite recurrent Markov chain stationary
probability distribution does not exist.
5. Prove or give a counter example that for a finite Markov chain with transient states
stationary probability distribution does not exist.
6. Prove the following:
TNn ≤ n < TNn+1.
1

More Related Content

Similar to Hw4 2016 | Applied Stochastic process MTH 412 IIT Kanpur

Similar to Hw4 2016 | Applied Stochastic process MTH 412 IIT Kanpur (8)

Lecture4 SIQ3003.pdf
Lecture4 SIQ3003.pdfLecture4 SIQ3003.pdf
Lecture4 SIQ3003.pdf
 
02 - Discrete-Time Markov Models - incomplete.pptx
02 - Discrete-Time Markov Models - incomplete.pptx02 - Discrete-Time Markov Models - incomplete.pptx
02 - Discrete-Time Markov Models - incomplete.pptx
 
Fundamentos de la cadena de markov - Libro
Fundamentos de la cadena de markov - LibroFundamentos de la cadena de markov - Libro
Fundamentos de la cadena de markov - Libro
 
Stochastic matrices
Stochastic matricesStochastic matrices
Stochastic matrices
 
A simple method to find a robust output feedback controller by random search ...
A simple method to find a robust output feedback controller by random search ...A simple method to find a robust output feedback controller by random search ...
A simple method to find a robust output feedback controller by random search ...
 
Chap 4 markov chains
Chap 4   markov chainsChap 4   markov chains
Chap 4 markov chains
 
Markov chains1
Markov chains1Markov chains1
Markov chains1
 
12 Machine Learning Supervised Hidden Markov Chains
12 Machine Learning  Supervised Hidden Markov Chains12 Machine Learning  Supervised Hidden Markov Chains
12 Machine Learning Supervised Hidden Markov Chains
 

More from Vivekananda Samiti

More from Vivekananda Samiti (20)

End semester examination | MTH 653A, IITK Integral Equation
End semester examination | MTH 653A, IITK Integral Equation End semester examination | MTH 653A, IITK Integral Equation
End semester examination | MTH 653A, IITK Integral Equation
 
Mth 653 a end sem paper | Integral Equation
Mth 653 a end sem paper | Integral Equation Mth 653 a end sem paper | Integral Equation
Mth 653 a end sem paper | Integral Equation
 
Regression project report | Regression analysis | MTH 426 IITK
Regression project report | Regression analysis | MTH 426 IITK Regression project report | Regression analysis | MTH 426 IITK
Regression project report | Regression analysis | MTH 426 IITK
 
Project co prediction Regression analysis | MTH 426 IITK
Project co prediction Regression analysis | MTH 426 IITK Project co prediction Regression analysis | MTH 426 IITK
Project co prediction Regression analysis | MTH 426 IITK
 
Mth426 group13 final_report
Mth426 group13 final_reportMth426 group13 final_report
Mth426 group13 final_report
 
Indian eduaction system group 13 | MTH 423A IITK
Indian eduaction system group 13 | MTH 423A IITKIndian eduaction system group 13 | MTH 423A IITK
Indian eduaction system group 13 | MTH 423A IITK
 
Final presentation | MTH426A IITK
Final presentation | MTH426A IITKFinal presentation | MTH426A IITK
Final presentation | MTH426A IITK
 
Mth 416A, Regression Analysis - 2016 midsem, endsem and quizes
Mth 416A, Regression Analysis - 2016   midsem, endsem and quizesMth 416A, Regression Analysis - 2016   midsem, endsem and quizes
Mth 416A, Regression Analysis - 2016 midsem, endsem and quizes
 
Mth 416A end sem paper 2017, IITK
Mth 416A end sem paper 2017, IITK Mth 416A end sem paper 2017, IITK
Mth 416A end sem paper 2017, IITK
 
Mth 401 IITK theory of computation 2016
Mth 401 IITK theory of computation 2016Mth 401 IITK theory of computation 2016
Mth 401 IITK theory of computation 2016
 
Mth 412 IITK end sem paper 2016
Mth 412 IITK end sem paper 2016Mth 412 IITK end sem paper 2016
Mth 412 IITK end sem paper 2016
 
Phy 301 a end sem paper | Energy, IIT Kanpur
Phy 301 a end sem paper | Energy, IIT KanpurPhy 301 a end sem paper | Energy, IIT Kanpur
Phy 301 a end sem paper | Energy, IIT Kanpur
 
Phy 301 a Presentation
Phy 301 a Presentation Phy 301 a Presentation
Phy 301 a Presentation
 
Phy 301 a | Project Report
Phy 301 a | Project ReportPhy 301 a | Project Report
Phy 301 a | Project Report
 
End semexam | Theory of Computation | Akash Anand | MTH 401A | IIT Kanpur
End semexam | Theory of Computation | Akash Anand | MTH 401A | IIT KanpurEnd semexam | Theory of Computation | Akash Anand | MTH 401A | IIT Kanpur
End semexam | Theory of Computation | Akash Anand | MTH 401A | IIT Kanpur
 
Mth 523 end sem paper
Mth 523 end sem paper Mth 523 end sem paper
Mth 523 end sem paper
 
Fluidendsem | Mth 523 Fluid Dynamics | B V Rathish Kumar | IIT Kanpur
Fluidendsem | Mth 523 Fluid Dynamics | B V Rathish Kumar | IIT KanpurFluidendsem | Mth 523 Fluid Dynamics | B V Rathish Kumar | IIT Kanpur
Fluidendsem | Mth 523 Fluid Dynamics | B V Rathish Kumar | IIT Kanpur
 
Quiz3 | Theory of Computation | Akash Anand | MTH 401A | IIT Kanpur
Quiz3 | Theory of Computation | Akash Anand | MTH 401A | IIT KanpurQuiz3 | Theory of Computation | Akash Anand | MTH 401A | IIT Kanpur
Quiz3 | Theory of Computation | Akash Anand | MTH 401A | IIT Kanpur
 
Problem set3 | Theory of Computation | Akash Anand | MTH 401A | IIT Kanpur
Problem set3 | Theory of Computation | Akash Anand | MTH 401A | IIT KanpurProblem set3 | Theory of Computation | Akash Anand | MTH 401A | IIT Kanpur
Problem set3 | Theory of Computation | Akash Anand | MTH 401A | IIT Kanpur
 
Mid semexam | Theory of Computation | Akash Anand | MTH 401A | IIT Kanpur
Mid semexam | Theory of Computation | Akash Anand | MTH 401A | IIT KanpurMid semexam | Theory of Computation | Akash Anand | MTH 401A | IIT Kanpur
Mid semexam | Theory of Computation | Akash Anand | MTH 401A | IIT Kanpur
 

Recently uploaded

XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
ssuser89054b
 
Cara Menggugurkan Sperma Yang Masuk Rahim Biyar Tidak Hamil
Cara Menggugurkan Sperma Yang Masuk Rahim Biyar Tidak HamilCara Menggugurkan Sperma Yang Masuk Rahim Biyar Tidak Hamil
Cara Menggugurkan Sperma Yang Masuk Rahim Biyar Tidak Hamil
Cara Menggugurkan Kandungan 087776558899
 
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort ServiceCall Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar ≼🔝 Delhi door step de...
Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar  ≼🔝 Delhi door step de...Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar  ≼🔝 Delhi door step de...
Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar ≼🔝 Delhi door step de...
9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
dollysharma2066
 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
dharasingh5698
 

Recently uploaded (20)

ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
 
Cara Menggugurkan Sperma Yang Masuk Rahim Biyar Tidak Hamil
Cara Menggugurkan Sperma Yang Masuk Rahim Biyar Tidak HamilCara Menggugurkan Sperma Yang Masuk Rahim Biyar Tidak Hamil
Cara Menggugurkan Sperma Yang Masuk Rahim Biyar Tidak Hamil
 
Thermal Engineering Unit - I & II . ppt
Thermal Engineering  Unit - I & II . pptThermal Engineering  Unit - I & II . ppt
Thermal Engineering Unit - I & II . ppt
 
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort ServiceCall Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
 
Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024
 
(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7
(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7
(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7
 
Generative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTGenerative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPT
 
Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar ≼🔝 Delhi door step de...
Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar  ≼🔝 Delhi door step de...Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar  ≼🔝 Delhi door step de...
Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar ≼🔝 Delhi door step de...
 
Intro To Electric Vehicles PDF Notes.pdf
Intro To Electric Vehicles PDF Notes.pdfIntro To Electric Vehicles PDF Notes.pdf
Intro To Electric Vehicles PDF Notes.pdf
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performance
 
Design For Accessibility: Getting it right from the start
Design For Accessibility: Getting it right from the startDesign For Accessibility: Getting it right from the start
Design For Accessibility: Getting it right from the start
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
 
Unit 2- Effective stress & Permeability.pdf
Unit 2- Effective stress & Permeability.pdfUnit 2- Effective stress & Permeability.pdf
Unit 2- Effective stress & Permeability.pdf
 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
 
Unit 1 - Soil Classification and Compaction.pdf
Unit 1 - Soil Classification and Compaction.pdfUnit 1 - Soil Classification and Compaction.pdf
Unit 1 - Soil Classification and Compaction.pdf
 
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
 
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
 
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...
Bhosari ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready For ...Bhosari ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready For ...
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...
 

Hw4 2016 | Applied Stochastic process MTH 412 IIT Kanpur

  • 1. Home Work 4 MTH 412 Applied Stochastic Process 1. Prove that for an Ergodic Markov chain the stationary distribution is unique. 2. Consider the following transition probability matrix with the state space S = {0, 1, 2, 3} P =      1/6 1/3 1/2 0 1/2 1/2 0 0 1/6 1/3 1/2 0 0 1/6 1/3 1/2      Find the recurrent and transient classes. Find the probability that starting from the transient state i, it is going to get absorbed in the given recurrent state j. Find the expected time to get absorbed in a recurrent class. 3. For a finite absorbing chain suppose the transition probability matrix P is written as follows: P = P1 0 R1 Q Find Pn . 4. Prove or give a counter example that for an infinite recurrent Markov chain stationary probability distribution does not exist. 5. Prove or give a counter example that for a finite Markov chain with transient states stationary probability distribution does not exist. 6. Prove the following: TNn ≤ n < TNn+1. 1