Discrete ,Stochastic, Processes,

Discrete Stochastic Processes by Prof. Robert Gallager via MIT

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Created by Massachusetts Institute of Technology Staff Last updated Sun, 27-Feb-2022 English


Discrete ,Stochastic, Processes, free videos and free material uploaded by Massachusetts Institute of Technology. This session contains about Discrete ,Stochastic, Processes, Updated syllabus , Lecture notes , videos , MCQ , Privious Question papers and Toppers Training Provided Training of this course. If Material not uploaded check another subject

Syllabus / What will i learn?

1Introduction and probability review

 2More review; the Bernoulli process 

3Laws of large numbers, convergence

4Poisson (the perfect arrival process)

 5Poisson combining and splitting

6From Poisson to Markov 

7Finite-state Markov chains; the matrix approach

8Markov eigenvalues and eigenvectors 

9Markov rewards and dynamic programming

10Renewals and the strong law of large numbers (SLLN) 

11Renewals: strong law and rewards

12Renewal rewards, stopping trials, and Wald's equality 

13Little, M/G/1, ensemble averages

14Review 

15The last

16Renewals and countable state Markov 

17Countable-state Markov chains

 18Countable-state Markov chains and

19Countable-state Markov

20Markov processes and random walks 

21Hypothesis testing and random

22Random walks and thresholds 

23Martingales (plain, sub and super)

24Martingales: stopping and converging 

25Putting it all together 



Curriculum for this course
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Description

Discrete stochastic processes are essentially probabilistic systems that evolve in time via random changes occurring at discrete fixed or random intervals. This course aims to help students acquire both the mathematical principles and the intuition necessary to create, analyze, and understand insightful models for a broad range of these processes. The range of areas for which discrete stochastic-process models are useful is constantly expanding, and includes many applications in engineering, physics, biology, operations research and finance.

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